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app.py

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+import streamlit as st
+from typing import List, Dict, Any, Optional
+import asyncio
+from back import (ChatConfig, ChatLogger, ChatMemory, QuestionGenerator, 
+                  GeminiRAG, ProductDatabase, UserManager, UserInfo)
+import os 
+
+# UI Text in English
+UI_TEXT = {
+    "welcome_message": """
+    Welcome to the Career Guidance Chatbot! 🎓
+
+    Hi! We are here to help you navigate your career journey.  
+    
+    Ask any questions you have about internships, placements, skills development, career paths, or anything else related to your future career. 
+    
+    Choose a question below or ask your own.
+    """,
+    "input_placeholder": "Enter your question here...",
+    "input_label": "Ask Anything:",
+    "clear_chat": "Clear Chat",
+    "sidebar_title": "Tell Us About Yourself for Personalized Guidance",
+    "form_name": "Your Name",
+    "form_college": "College Name",
+    "form_degree": "Degree",
+    "form_year": "Year of Study",
+    "form_goals": "Your Career Goals",
+    "form_internship": "Have you done an internship?",
+    "form_placement": "Have you secured a placement?",
+    "form_submit": "Get Personalized Advice",
+    "form_success": "✅ Personalized advice activated!",
+    "form_error": "❌ Error saving information. Please try again.",
+    "form_required": "Please fill in all required fields.",
+    "initial_questions": [
+        "What are some good career options in my field?",
+        "How do I get an internship in my desired field?",
+        "What skills are most important for success in this career path?",
+        "What are some tips for preparing for job interviews?"
+    ]
+}
+
+def init_session_state():
+    """Initialize all session state variables"""
+    defaults = {
+        'initialized': False,
+        'chat_memory': ChatMemory(),
+        'messages': [],
+        'message_counter': 0,
+        'processed_questions': set(),
+        'trigger_rerun': False,
+        'user_info': None,
+        'show_suggestions': False
+    }
+    
+    for key, value in defaults.items():
+        if key not in st.session_state:
+            st.session_state[key] = value
+      
+# Configure the page
+st.set_page_config(
+    page_title="Career Guidance Chatbot",
+    page_icon="🎓",
+    layout="wide"
+)
+
+# Custom CSS
+st.markdown("""
+<style>
+.user-message {
+    background-color: #98BF64;
+    color: black;
+    padding: 15px;
+    border-radius: 15px;
+    margin: 10px 0;
+}
+.assistant-message {
+    background-color: #363E35;
+    color: #98FB98;
+    padding: 15px;
+    border-radius: 15px;
+    margin: 10px 0;
+}
+.stButton > button {
+    background-color: #212B2A;
+    color: white;
+    border: none;
+    padding: 10px 15px;
+    border-radius: 5px;
+    transition: background-color 0.3s;
+}
+.stButton > button:hover {
+    background-color: #45a049;
+}
+</style>
+""", unsafe_allow_html=True)
+
+def initialize_components():
+    """Initialize and cache application components"""
+    try:
+        config = ChatConfig()
+        logger = ChatLogger(config.log_file)
+        question_gen = QuestionGenerator(config.gemini_api_key)
+        rag = GeminiRAG(config.gemini_api_key)
+        user_manager = UserManager(config.user_data_file)
+        return config, logger, question_gen, rag, user_manager
+    except Exception as e:
+        st.error(f"Error initializing components: {str(e)}")
+        raise e
+
+def load_initial_database():
+    """Load the default database"""
+    if not st.session_state.initialized:
+        try:
+            config, logger, question_gen, rag, user_manager = initialize_components()
+            
+            db = ProductDatabase(config)
+            # Here, you would process your markdown files to create the database
+            # Replace 'path/to/your/markdown/files' with the actual path
+            for filename in os.listdir("blogs"):
+                if filename.endswith(".md"):
+                    with open(os.path.join("blogs", filename), "r", encoding="utf-8") as f:
+                        markdown_content = f.read()
+                    db.process_markdown(markdown_content)
+            
+            st.session_state.db = db
+            st.session_state.config = config
+            st.session_state.logger = logger
+            st.session_state.question_gen = question_gen
+            st.session_state.rag = rag
+            st.session_state.user_manager = user_manager
+            st.session_state.initialized = True
+            
+        except Exception as e:
+            st.error(f"Error loading initial database: {str(e)}")
+            return None
+
+async def process_question(question: str):
+    """Process a question and update the chat state"""
+    try:
+        relevant_docs = st.session_state.db.search(question)
+        context = st.session_state.rag.create_context(relevant_docs)
+        answer = await st.session_state.rag.get_answer(
+            question=question,
+            context=context,
+            user_info=st.session_state.user_info
+        )
+        
+        follow_up_questions = await st.session_state.question_gen.generate_questions(
+            question, 
+            answer,
+            st.session_state.user_info
+        )
+        
+        st.session_state.chat_memory.add_interaction(question, answer)
+        st.session_state.logger.log_interaction(
+            question, 
+            answer,
+            st.session_state.user_info
+        )
+        
+        st.session_state.message_counter += 1
+        
+        st.session_state.messages.append({
+            "role": "user",
+            "content": question,
+            "message_id": st.session_state.message_counter
+        })
+        
+        st.session_state.messages.append({
+            "role": "assistant",
+            "content": answer,
+            "questions": follow_up_questions,
+            "message_id": st.session_state.message_counter
+        })
+        
+    except Exception as e:
+        st.error(f"Error processing question: {str(e)}")
+
+def render_user_form():
+    """Render the user information form in the sidebar"""
+    st.sidebar.title(UI_TEXT["sidebar_title"])
+    
+    with st.sidebar.form("user_info_form"):
+        name = st.text_input(UI_TEXT["form_name"])
+        college = st.text_input(UI_TEXT["form_college"])
+        degree = st.text_input(UI_TEXT["form_degree"])
+        year = st.number_input(UI_TEXT["form_year"], min_value=1, max_value=5, step=1)
+        career_goals = st.text_area(UI_TEXT["form_goals"])
+        has_internship = st.checkbox(UI_TEXT["form_internship"])
+        has_placement = st.checkbox(UI_TEXT["form_placement"])
+        
+        submitted = st.form_submit_button(UI_TEXT["form_submit"])
+        
+        if submitted:
+            if name and college and degree and year and career_goals:
+                user_info = UserInfo(
+                    name=name,
+                    college=college,
+                    degree=degree,
+                    year=year,
+                    career_goals=career_goals,
+                    has_internship=has_internship,
+                    has_placement=has_placement
+                )
+                
+                if st.session_state.user_manager.save_user_info(user_info):
+                    st.session_state.user_info = user_info
+                    st.sidebar.success(UI_TEXT["form_success"])
+                else:
+                    st.sidebar.error(UI_TEXT["form_error"])
+            else:
+                st.sidebar.warning(UI_TEXT["form_required"])
+
+def main():
+    # Initialize session state
+    init_session_state()
+    
+    # Load initial database and components if not already initialized
+    if not st.session_state.initialized:
+        load_initial_database()
+
+    # Render user form in sidebar
+    render_user_form()
+
+    # Display title
+    st.title("Career Guidance Chatbot")
+
+    # Welcome message
+    if not st.session_state.messages:
+        st.markdown(UI_TEXT["welcome_message"])
+        
+        # Display initial questions as buttons
+        cols = st.columns(2)
+        for i, question in enumerate(UI_TEXT["initial_questions"]):
+            if cols[i % 2].button(question, key=f"initial_{i}", use_container_width=True):
+                asyncio.run(process_question(question))
+    
+    # Display chat history
+    for message in st.session_state.messages:
+        if message["role"] == "user":
+            st.markdown(
+                f'<div class="user-message">👤 {message["content"]}</div>',
+                unsafe_allow_html=True
+            )
+        else:
+            st.markdown(
+                f'<div class="assistant-message">🎓 {message["content"]}</div>',
+                unsafe_allow_html=True
+            )
+            
+            if message.get("questions"):
+                cols = st.columns(2)
+                for i, question in enumerate(message["questions"]):
+                    if cols[i % 2].button(
+                        question,
+                        key=f"followup_{message['message_id']}_{i}",
+                        use_container_width=True
+                    ):
+                        asyncio.run(process_question(question))
+    
+    # Input area
+    with st.container():
+        # Create a form for input
+        with st.form(key='input_form'):
+            question = st.text_input(
+                UI_TEXT["input_label"],
+                key="user_input",
+                placeholder=UI_TEXT["input_placeholder"]
+            )
+            submit = st.form_submit_button("Send")
+        
+        # Process input when submitted
+        if submit and question:
+            with st.spinner("🔄 Processing your message..."):
+                asyncio.run(process_question(question))
+                if 'processed_questions' not in st.session_state:
+                    st.session_state.processed_questions = set()
+                st.session_state.processed_questions.add(question)
+                st.rerun()
+        
+        # Clear chat controls
+        cols = st.columns([4, 1])
+        if cols[1].button(UI_TEXT["clear_chat"], use_container_width=True):
+            st.session_state.messages = []
+            st.session_state.chat_memory.clear_history()
+            st.session_state.message_counter = 0
+            if 'processed_questions' in st.session_state:
+                st.session_state.processed_questions = set()
+            st.rerun()
+
+if __name__ == "__main__":
+    main()

back.py

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+import os
+import logging
+from typing import List, Dict, Any, Optional, Union
+from dataclasses import dataclass
+import torch
+from sentence_transformers import SentenceTransformer
+from langchain.vectorstores import FAISS
+from langchain_core.embeddings import Embeddings
+import google.generativeai as genai
+from datetime import datetime
+import json
+
+@dataclass
+class UserInfo:
+    """User information for context"""
+    name: str
+    college: str
+    degree: str
+    year: int
+    career_goals: str
+    has_internship: bool
+    has_placement: bool
+
+@dataclass
+class ChatConfig:
+    """Configuration for the chatbot"""
+    embedding_model_name: str = 'all-MiniLM-L6-v2'
+    device: str = 'cuda' if torch.cuda.is_available() else 'cpu'
+    max_history: int = 3
+    gemini_api_key: str = "AIzaSyCAlM-YPVKl1qTnUwInWz9X5sNCmISPOr4"  # Replace with your API key
+    log_file: str = "chat_history.txt"
+    user_data_file: str = "user_data.json"
+
+# In the UserManager class, modify these methods:
+class UserManager:
+    """Manages user information storage and retrieval"""
+    def __init__(self, user_data_file: str):
+        self.user_data_file = user_data_file
+        self.ensure_file_exists()
+    
+    def ensure_file_exists(self):
+        """Create user data file if it doesn't exist"""
+        if not os.path.exists(self.user_data_file):
+            os.makedirs(os.path.dirname(self.user_data_file), exist_ok=True)
+            with open(self.user_data_file, 'w', encoding='utf-8') as f:
+                json.dump({}, f)
+    
+    def save_user_info(self, user_info: UserInfo):
+        """Save user information to JSON file"""
+        try:
+            # First ensure the file exists with valid JSON
+            self.ensure_file_exists()
+            
+            # Read existing data
+            try:
+                with open(self.user_data_file, 'r', encoding='utf-8') as f:
+                    data = json.load(f)
+            except json.JSONDecodeError:
+                data = {}
+            
+            # Update data
+            data[user_info.name] = {
+                "college": user_info.college,
+                "degree": user_info.degree,
+                "year": user_info.year,
+                "career_goals": user_info.career_goals,
+                "has_internship": user_info.has_internship,
+                "has_placement": user_info.has_placement,
+                "last_updated": datetime.now().isoformat()
+            }
+            
+            # Write back to file
+            with open(self.user_data_file, 'w', encoding='utf-8') as f:
+                json.dump(data, f, indent=4)
+            return True
+        except Exception as e:
+            logging.error(f"Error saving user info: {str(e)}")
+            return False
+
+
+class ChatLogger:
+    """Logger for chat interactions"""
+    def __init__(self, log_file: str):
+        self.log_file = log_file
+        
+    def log_interaction(self, question: str, answer: str, user_info: Optional[UserInfo] = None):
+        timestamp = datetime.now().strftime("%Y-%m-%d %H:%M:%S")
+        with open(self.log_file, 'a', encoding='utf-8') as f:
+            user_context = ""
+            if user_info:
+                user_context = f"\nUser: {user_info.name} | College: {user_info.college} | Degree: {user_info.degree} | Year: {user_info.year} | Career Goals: {user_info.career_goals}"
+            f.write(f"\n[{timestamp}]{user_context}\nQ: {question}\nA: {answer}\n{'-'*50}")
+
+class ChatMemory:
+    """Manages chat history"""
+    def __init__(self, max_history: int = 3):
+        self.max_history = max_history
+        self.history = []
+        
+    def add_interaction(self, question: str, answer: str):
+        self.history.append({"question": question, "answer": answer})
+        if len(self.history) > self.max_history:
+            self.history.pop(0)
+            
+    def get_history(self) -> List[Dict[str, str]]:
+        return self.history
+    
+    def clear_history(self):
+        self.history = []
+
+class QuestionGenerator:
+    def __init__(self, api_key: str):
+        genai.configure(api_key=api_key)
+        self.generation_config = {
+            "temperature": 0.1,
+            "top_p": 0.95,
+            "max_output_tokens": 8192,
+        }
+        self.model = genai.GenerativeModel(
+            model_name="gemini-1.5-flash",
+            generation_config=self.generation_config,
+            safety_settings={'HATE': 'BLOCK_NONE','HARASSMENT': 'BLOCK_NONE','SEXUAL' : 'BLOCK_NONE','DANGEROUS' : 'BLOCK_NONE'}
+        )
+        
+        self.default_questions = [
+            "What are some other skills I should focus on to improve my chances?",
+            "What resources or platforms can help me in my career journey?",
+            "Are there any specific companies or organizations I should target for internships/placements?",
+            "What are some common interview questions asked for this career path?"
+        ]
+    
+    async def generate_questions(
+        self, 
+        question: str, 
+        answer: str, 
+        user_info: Optional[UserInfo] = None
+    ) -> List[str]:
+        """Generate follow-up questions based on the conversation"""
+        try:
+            chat = self.model.start_chat(history=[])
+            prompt = f"""Generate 4 simple, practical follow-up questions, that a college student may ask, based on this conversation about career advice:
+
+Question: {question}
+Answer: {answer}
+
+Focus the questions on:
+1. Skills development (What skills are needed, how to improve)
+2. Resources and platforms (Where to find internships, jobs, etc.)
+3. Specific target companies/organizations
+4. Common interview questions
+
+Keep the language simple and student-friendly. Format each question on a new line."""
+
+            response = chat.send_message(prompt).text
+            
+            # Extract questions
+            questions = [q.strip() for q in response.split('\n') if q.strip()]
+            
+            # Return default questions if we don't get exactly 4 valid questions
+            if len(questions) != 4:
+                return self.default_questions
+            
+            return questions
+            
+        except Exception as e:
+            logging.error(f"Error generating questions: {str(e)}")
+            return self.default_questions
+
+class GeminiRAG:
+    def __init__(self, api_key: str):
+        genai.configure(api_key=api_key)
+        self.generation_config = {
+            "temperature": 0.1,
+            "top_p": 0.95,
+            "top_k": 64,
+            "max_output_tokens": 8192,
+        }
+        self.model = genai.GenerativeModel(
+            model_name="gemini-1.5-flash",
+            generation_config=self.generation_config,
+            safety_settings={'HATE': 'BLOCK_NONE','HARASSMENT': 'BLOCK_NONE','SEXUAL' : 'BLOCK_NONE','DANGEROUS' : 'BLOCK_NONE'}
+        )
+    
+    def create_context(self, relevant_docs: List[Dict[str, Any]]) -> str:
+        """Creates a context string from relevant documents"""
+        context_parts = []
+        for doc in relevant_docs:
+            context_parts.append(f"Section: {doc['metadata']['section']}\n{doc['content']}")
+        return "\n\n".join(context_parts)
+
+    async def get_answer(
+        self, 
+        question: str, 
+        context: str,
+        user_info: Optional[UserInfo] = None
+    ) -> str:
+        try:
+            chat = self.model.start_chat(history=[])
+            
+            # Simplified prompt to reduce chances of recitation
+            prompt = f"""As a career counselor, provide a helpful response based on:
+
+Context: {context}
+
+{f'''User Background:
+- Student at {user_info.college}
+- Studying {user_info.degree} (Year {user_info.year})
+- Goals: {user_info.career_goals}
+- {'Has internship experience' if user_info.has_internship else 'No internship yet'}
+- {'Has placement' if user_info.has_placement else 'Seeking placement'}''' if user_info else ''}
+
+Question: {question}
+
+Provide practical advice with specific examples and actionable steps."""
+            
+            try:
+                response = chat.send_message(prompt)
+                if response.text:
+                    return response.text
+                else:
+                    return "I apologize, but I couldn't generate a proper response. Please try rephrasing your question."
+            except Exception as chat_error:
+                logging.error(f"Chat error: {str(chat_error)}")
+                return "I encountered an error while processing your question. Please try again with a simpler question."
+            
+        except Exception as e:
+            logging.error(f"Error generating answer: {str(e)}")
+            return "An error occurred. Please try again later."
+
+class CustomEmbeddings(Embeddings):
+    """Custom embeddings using SentenceTransformer"""
+    def __init__(self, model_name: str, device: str):
+        self.model = SentenceTransformer(model_name)
+        self.model.to(device)
+        
+    def embed_documents(self, texts: List[str]) -> List[List[float]]:
+        with torch.no_grad():
+            embeddings = self.model.encode(texts, convert_to_tensor=True)
+            return embeddings.cpu().numpy().tolist()
+            
+    def embed_query(self, text: str) -> List[float]:
+        with torch.no_grad():
+            embedding = self.model.encode([text], convert_to_tensor=True)
+            return embedding.cpu().numpy().tolist()[0]
+
+class ProductDatabase:
+    """Handles document storage and retrieval"""
+    def __init__(self, config: ChatConfig):
+        self.embeddings = CustomEmbeddings(
+            model_name=config.embedding_model_name,
+            device=config.device
+        )
+        self.vectorstore = None
+        
+    def process_markdown(self, markdown_content: str):
+        """Process markdown content and create vector store"""
+        try:
+            sections = markdown_content.split('\n## ')
+            documents = []
+            
+            if sections[0].startswith('# '):
+                intro = sections[0].split('\n', 1)[1]
+                documents.append({
+                    "content": intro,
+                    "section": "Introduction"
+                })
+            
+            for section in sections[1:]:
+                if section.strip():
+                    title, content = section.split('\n', 1)
+                    documents.append({
+                        "content": content.strip(),
+                        "section": title.strip()
+                    })
+            
+            texts = [doc["content"] for doc in documents]
+            metadatas = [{"section": doc["section"]} for doc in documents]
+            
+            self.vectorstore = FAISS.from_texts(
+                texts=texts,
+                embedding=self.embeddings,
+                metadatas=metadatas
+            )
+            
+        except Exception as e:
+            raise Exception(f"Error processing markdown content: {str(e)}")
+        
+    def search(self, query: str, k: int = 3) -> List[Dict[str, Any]]:
+        """Search for relevant documents"""
+        if not self.vectorstore:
+            raise ValueError("Database not initialized. Please process documents first.")
+        
+        try:
+            docs = self.vectorstore.similarity_search(query, k=k)
+            return [{"content": doc.page_content, "metadata": doc.metadata} for doc in docs]
+        except Exception as e:
+            logging.error(f"Error during search: {str(e)}")
+            return []

chat_history.txt

@@ -0,0 +1,541 @@
+
+[2024-11-03 16:26:39]
+Q: What are some good career options in my field?
+A: It's great that you're exploring career options in your field! As an electrical engineer, you have a wide range of exciting possibilities. Here's a breakdown of some promising paths, along with actionable steps to help you get started:
+
+**1. Software Development (You're already on the right track!)**
+
+* **Why it's a good fit:** Your internship at VISA shows you're interested in software development, and your electrical engineering background gives you a strong foundation in problem-solving and technical concepts.
+* **Specific roles:**
+    * **Embedded Software Engineer:** Develop software for devices like microcontrollers, sensors, and other embedded systems. This combines your electrical engineering knowledge with software development skills.
+    * **IoT (Internet of Things) Developer:** Design and build software for connected devices and systems, leveraging your understanding of both hardware and software.
+    * **Machine Learning Engineer:** Apply your technical skills to develop algorithms and models for data analysis and prediction, a rapidly growing field.
+* **Actionable steps:**
+    * **Continue building your software development skills:** Focus on data structures and algorithms (DSA), object-oriented programming, and relevant frameworks.
+    * **Explore specific areas:** Research embedded systems, IoT, or machine learning to find a niche that interests you.
+    * **Network with professionals:** Attend industry events, connect with alumni working in software development, and leverage online platforms like LinkedIn.
+
+**2. Power Systems and Renewable Energy**
+
+* **Why it's a good fit:** Your electrical engineering background makes you well-suited for roles in power generation, transmission, and distribution.
+* **Specific roles:**
+    * **Power Systems Engineer:** Design, analyze, and optimize power systems, including power plants, grids, and distribution networks.
+    * **Renewable Energy Engineer:** Focus on developing and implementing renewable energy technologies like solar, wind, and hydro power.
+    * **Energy Storage Engineer:** Work on developing and integrating energy storage solutions, crucial for a sustainable energy future.
+* **Actionable steps:**
+    * **Gain specialized knowledge:** Take courses or pursue certifications in power systems, renewable energy, or energy storage.
+    * **Get involved in research:** Look for opportunities to participate in research projects related to these areas.
+    * **Join professional organizations:** Network with professionals in the power and energy industry through organizations like IEEE Power & Energy Society.
+
+**3. Robotics and Automation**
+
+* **Why it's a good fit:** Your electrical engineering skills are essential for designing and controlling robotic systems.
+* **Specific roles:**
+    * **Robotics Engineer:** Develop and implement robotic systems for various applications, including manufacturing, healthcare, and exploration.
+    * **Automation Engineer:** Design and implement automated systems for industrial processes, improving efficiency and productivity.
+    * **Control Systems Engineer:** Focus on developing and implementing control systems for robots and automated systems.
+* **Actionable steps:**
+    * **Learn about robotics and automation:** Explore online courses, attend workshops, and read industry publications.
+    * **Develop programming skills:** Learn languages like Python, C++, or ROS (Robot Operating System) used in robotics.
+    * **Get hands-on experience:** Join robotics clubs, participate in competitions, or seek internships in robotics companies.
+
+**4. Research and Development**
+
+* **Why it's a good fit:** If you're passionate about pushing the boundaries of technology, research and development offers a rewarding path.
+* **Specific roles:**
+    * **Research Engineer:** Conduct research and develop new technologies in areas like power electronics, energy efficiency, or advanced materials.
+    * **Product Development Engineer:** Design and develop new products based on research findings, bringing innovations to market.
+* **Actionable steps:**
+    * **Pursue advanced degrees:** Consider a Master's or PhD in electrical engineering or a related field.
+    * **Seek research opportunities:** Look for research internships or assistantships at universities or research institutions.
+    * **Publish your work:** Present your research findings at conferences or publish papers in academic journals.
+
+**Resources and Tools:**
+
+* **Online Learning Platforms:** Coursera, edX, Udemy, Khan Academy
+* **Professional Organizations:** IEEE, ASME, AIChE
+* **Job Boards:** LinkedIn, Indeed, Glassdoor
+* **Industry Publications:** IEEE Spectrum, ScienceDaily, TechCrunch
+
+**Remember:**
+
+* **Explore your interests:** Don't be afraid to try different things and find what truly excites you.
+* **Network and build connections:** Attend industry events, connect with professionals on LinkedIn, and seek mentorship.
+* **Stay updated:** The technology landscape is constantly evolving, so continuous learning is crucial.
+
+By taking these steps, you can confidently navigate your career path and achieve your goals as an electrical engineer. Good luck! 
+
+--------------------------------------------------
+[2024-11-03 16:29:35]
+Q: How do I get an internship in my desired field?
+A: An error occurred. Please try again later.
+--------------------------------------------------
+[2024-11-03 16:37:30]
+User: abhijit kuamr | College: iit kharagpur | Degree: industrial and systems engineering | Year: 3 | Career Goals: data science, ai, ml
+Q: how do i get good at GenAI
+A: It's great that you're interested in Generative AI (GenAI)! It's a rapidly growing field with exciting opportunities. Here's a practical guide to help you get good at GenAI, tailored to your background and goals:
+
+**1. Build a Strong Foundation:**
+
+* **Data Science Fundamentals:**  Since you're in Industrial and Systems Engineering, you likely have a good foundation in statistics and data analysis.  Strengthen your understanding of:
+    * **Probability and Statistics:**  GenAI models rely heavily on probability distributions.
+    * **Linear Algebra:**  Understanding matrices and vectors is crucial for working with neural networks.
+    * **Machine Learning:**  Familiarize yourself with supervised and unsupervised learning techniques, as they form the basis of GenAI.
+* **Programming Skills:**  Python is the go-to language for GenAI.  Master the basics and explore libraries like:
+    * **NumPy:**  For numerical computation.
+    * **Pandas:**  For data manipulation and analysis.
+    * **Scikit-learn:**  For machine learning algorithms.
+
+**2. Dive into GenAI:**
+
+* **Understand the Concepts:**  Start by learning the core concepts of GenAI:
+    * **Generative Adversarial Networks (GANs):**  Learn how GANs work, their different architectures (DCGAN, WGAN, etc.), and their applications.
+    * **Variational Autoencoders (VAEs):**  Understand how VAEs generate data by learning a latent space representation.
+    * **Diffusion Models:**  Explore the recent advancements in diffusion models, which are becoming increasingly popular for image and text generation.
+* **Explore Resources:**
+    * **Online Courses:**  Platforms like Coursera, edX, and Udacity offer excellent GenAI courses.
+    * **Books:**  "Generative Deep Learning" by David Foster is a great starting point.
+    * **Blogs and Articles:**  Follow blogs like "Towards Data Science" and "Machine Learning Mastery" for the latest GenAI news and tutorials.
+
+**3. Get Hands-on:**
+
+* **Start with Simple Projects:**  Don't jump into complex projects right away. Begin with smaller projects to solidify your understanding:
+    * **Image Generation:**  Use a pre-trained GAN model to generate images of different objects or styles.
+    * **Text Generation:**  Experiment with text generation using models like GPT-2 or GPT-3.
+    * **Music Generation:**  Explore tools like Magenta (by Google) to generate music.
+* **Experiment with Different Frameworks:**  Try out popular GenAI frameworks like:
+    * **TensorFlow:**  A widely used deep learning framework.
+    * **PyTorch:**  Another popular framework known for its flexibility.
+* **Participate in Kaggle Competitions:**  Kaggle offers many GenAI-related competitions where you can test your skills and learn from others.
+
+**4. Focus on Your Goals:**
+
+* **Data Science, AI, and ML:**  GenAI is a powerful tool for these fields.  Explore how GenAI can be used for:
+    * **Data Augmentation:**  Generate synthetic data to improve model performance.
+    * **Anomaly Detection:**  Identify unusual patterns in data.
+    * **Recommendation Systems:**  Generate personalized recommendations.
+* **Internship Experience:**  Leverage your internship experience to gain practical knowledge and build a portfolio of projects.
+
+**5. Stay Updated:**
+
+* **Follow Research:**  Keep up with the latest research in GenAI by reading papers and attending conferences.
+* **Engage with the Community:**  Join online forums and communities to discuss GenAI with other enthusiasts.
+
+**Specific Examples:**
+
+* **Image Generation:**  Use a pre-trained DCGAN model to generate images of cats.
+* **Text Generation:**  Use GPT-2 to write a short story based on a given prompt.
+* **Data Augmentation:**  Generate synthetic images of handwritten digits to improve a digit recognition model.
+
+**Actionable Steps:**
+
+1. **Enroll in a GenAI course:**  Choose a course that aligns with your learning style and goals.
+2. **Start a small GenAI project:**  Pick a project that interests you and use a pre-trained model to get started.
+3. **Read research papers:**  Explore recent advancements in GenAI and understand the latest techniques.
+4. **Join a GenAI community:**  Connect with other enthusiasts and learn from their experiences.
+
+Remember, getting good at GenAI takes time and effort. Be patient, persistent, and enjoy the journey! 
+
+--------------------------------------------------
+[2024-11-03 16:38:08]
+User: abhijit kuamr | College: iit kharagpur | Degree: industrial and systems engineering | Year: 3 | Career Goals: data science, ai, ml
+Q: Are there any specific companies or organizations I should target for internships/placements?
+A: It's great that you're already thinking about your career goals and targeting data science, AI, and ML!  Here's some practical advice on companies and organizations to target for internships and placements, tailored to your background:
+
+**1. Focus on Companies with Strong Data Science/AI/ML Presence:**
+
+* **Tech Giants:** Google, Microsoft, Amazon, Facebook (Meta), Apple, Netflix, Uber, Airbnb, etc. These companies have dedicated teams and projects in your desired fields.
+* **Data-Driven Startups:** Look for startups that are building products or services heavily reliant on data analysis, machine learning, or AI. These offer opportunities to make a significant impact and learn quickly.
+* **Financial Institutions:** Banks, investment firms, and fintech companies are increasingly using data science and AI for risk management, fraud detection, and personalized financial services.
+* **Research Labs:** Consider research labs at universities or government agencies (like NASA, DARPA) that focus on AI and ML. These offer opportunities for research and development.
+
+**2. Research Specific Teams and Projects:**
+
+* **Don't just apply blindly:**  Go beyond the company name. Research specific teams within these companies that work on projects related to your interests. 
+* **Look for keywords:** Search for job titles like "Data Scientist," "Machine Learning Engineer," "AI Research Scientist," "Data Analyst," etc.
+* **Check company websites and LinkedIn:** Look for company blogs, news articles, and LinkedIn profiles of employees to get a sense of their work.
+
+**3. Leverage Your Industrial and Systems Engineering Background:**
+
+* **Highlight your skills:**  Your background in industrial and systems engineering is valuable for data science and AI roles. Emphasize your skills in optimization, process improvement, and problem-solving.
+* **Target companies that value your skills:** Look for companies that use data science and AI to optimize processes, improve efficiency, or make better decisions.
+
+**4. Actionable Steps:**
+
+* **Build a strong portfolio:**  Work on personal projects that showcase your data science and AI skills. This could include:
+    * **Machine learning models:** Build models for image classification, natural language processing, or predictive analytics.
+    * **Data analysis projects:** Analyze real-world datasets to gain insights and solve problems.
+    * **Open-source contributions:** Contribute to open-source projects related to data science or AI.
+* **Network:** Attend industry events, conferences, and workshops. Connect with professionals in your field on LinkedIn.
+* **Tailor your resume and cover letter:**  Highlight your relevant skills and experience for each specific role.
+* **Practice your interview skills:**  Prepare for common data science and AI interview questions.
+
+**Specific Examples:**
+
+* **Google AI:**  Google has a dedicated AI research team and numerous products that leverage AI, like Google Assistant and Google Search.
+* **Amazon Web Services (AWS):** AWS offers a wide range of cloud-based services for data science and AI, including machine learning platforms and data analytics tools.
+* **Microsoft Azure:** Similar to AWS, Microsoft Azure provides cloud services for data science and AI.
+* **OpenAI:**  A leading research lab focused on developing and promoting friendly AI.
+* **DeepMind:**  A subsidiary of Google that focuses on artificial intelligence research.
+
+**Remember:**  Don't be afraid to apply to companies that seem "out of reach."  You never know what opportunities might arise.  Focus on building your skills, networking, and showcasing your passion for data science and AI. 
+
+--------------------------------------------------
+[2024-11-03 19:16:28]
+User: Rohan Kulshreshtha | College: IIT Kharagpur | Degree: BS | Year: 1 | Career Goals: To be an entrepreneur. I've gotten an AI based startup.
+Q: What skills are most important for success in this career path?
+A: It's great that you're already thinking about your career path and have an AI-based startup! That's a fantastic foundation for an entrepreneurial journey. While your startup experience is valuable, to succeed in the long run, you'll need a strong understanding of software development and the skills to build and manage a successful tech business. 
+
+Here's a breakdown of the most important skills for your path, with practical advice and actionable steps:
+
+**1. Technical Skills:**
+
+* **Programming:**  Mastering at least one programming language is crucial. Python is a popular choice for AI and startups due to its versatility and extensive libraries. 
+    * **Actionable Steps:**
+        * **Start with the basics:**  Complete online courses or tutorials on Python fundamentals.
+        * **Practice regularly:**  Solve coding challenges on platforms like HackerRank, LeetCode, or Codewars.
+        * **Build projects:**  Apply your knowledge by creating small projects related to your startup idea.
+* **Data Structures and Algorithms (DSA):**  Understanding DSA is essential for efficient coding and problem-solving, especially in AI development.
+    * **Actionable Steps:**
+        * **Learn the fundamentals:**  Study common data structures (arrays, linked lists, trees, graphs) and algorithms (sorting, searching, dynamic programming).
+        * **Practice with LeetCode:**  Focus on solving problems related to your chosen programming language.
+        * **Analyze your solutions:**  Don't just get the right answer; understand the time and space complexity of your code.
+* **AI/Machine Learning:**  Since your startup is AI-based, you need a strong foundation in this area.
+    * **Actionable Steps:**
+        * **Explore online courses:**  Platforms like Coursera, edX, and Udacity offer excellent AI/ML courses.
+        * **Experiment with libraries:**  Learn how to use popular AI libraries like TensorFlow, PyTorch, or scikit-learn.
+        * **Build a simple AI project:**  Try creating a basic AI model for a problem related to your startup.
+
+**2. Business Skills:**
+
+* **Product Development:**  You need to understand how to build a product that solves a real problem and meets user needs.
+    * **Actionable Steps:**
+        * **Conduct user research:**  Talk to potential customers to understand their pain points and needs.
+        * **Iterate and improve:**  Continuously refine your product based on user feedback.
+        * **Learn about product management:**  Explore resources on product roadmaps, feature prioritization, and user experience.
+* **Marketing and Sales:**  You need to effectively communicate the value of your product and attract customers.
+    * **Actionable Steps:**
+        * **Learn about different marketing channels:**  Explore digital marketing, content marketing, social media marketing, and more.
+        * **Develop a marketing strategy:**  Create a plan to reach your target audience and promote your product.
+        * **Practice your sales pitch:**  Be able to clearly articulate the benefits of your product to potential customers.
+* **Financial Management:**  Understanding financial concepts is crucial for managing your startup's finances.
+    * **Actionable Steps:**
+        * **Learn about budgeting and forecasting:**  Create a financial plan for your startup.
+        * **Understand funding options:**  Explore different ways to raise capital for your business.
+        * **Track your expenses and revenue:**  Keep accurate records of your financial performance.
+
+**3. Soft Skills:**
+
+* **Communication:**  Effective communication is essential for building a team, collaborating with others, and pitching your ideas.
+    * **Actionable Steps:**
+        * **Practice public speaking:**  Join a Toastmasters club or present your ideas to friends and family.
+        * **Develop your writing skills:**  Write blog posts, articles, or even a business plan to improve your written communication.
+* **Problem-Solving:**  You'll face challenges in your entrepreneurial journey. Being able to think critically and find solutions is crucial.
+    * **Actionable Steps:**
+        * **Practice brainstorming:**  Work on solving problems with others and come up with creative solutions.
+        * **Analyze your mistakes:**  Learn from your failures and use them as opportunities for growth.
+* **Leadership:**  As an entrepreneur, you'll need to inspire and motivate others to achieve your vision.
+    * **Actionable Steps:**
+        * **Take on leadership roles:**  Volunteer for leadership positions in clubs or organizations.
+        * **Develop your emotional intelligence:**  Learn to understand and manage your own emotions and those of others.
+
+**Remember:**  Your entrepreneurial journey is a marathon, not a sprint. Focus on continuous learning and development. Embrace challenges as opportunities for growth. And most importantly, stay passionate about your vision! 
+
+--------------------------------------------------
+[2024-11-03 19:19:04]
+User: Rohan Kulshreshtha | College: IIT Kharagpur | Degree: BS | Year: 1 | Career Goals: Software Engineer at a FAANG
+Q: What are some common interview questions asked for this career path?
+A: ## Cracking the FAANG Interview: Common Questions and Actionable Steps
+
+It's great to hear you're aiming for a Software Engineer role at a FAANG company!  While your internship experience is a great start, the interview process for these top companies can be quite rigorous. Here's a breakdown of common interview questions and actionable steps to prepare:
+
+**1. Technical Skills:**
+
+* **Data Structures and Algorithms (DSA):** This is the cornerstone. Expect questions on:
+    * **Arrays:** Sorting, searching, manipulation (e.g., find the kth largest element, two-sum problem).
+    * **Linked Lists:** Traversal, insertion, deletion, reversing (e.g., detect a cycle, merge two sorted lists).
+    * **Stacks and Queues:** Implementations, applications (e.g., balanced parentheses, queue-based scheduling).
+    * **Trees:** Binary trees, traversal, searching, insertion, deletion (e.g., find the lowest common ancestor, level order traversal).
+    * **Graphs:** Traversal algorithms (DFS, BFS), shortest path algorithms (Dijkstra's, Bellman-Ford), minimum spanning tree (Kruskal's, Prim's).
+    * **Dynamic Programming:** Identifying overlapping subproblems, memoization, tabulation (e.g., Fibonacci sequence, knapsack problem).
+* **Coding:** Be prepared to write clean, efficient code on a whiteboard or online coding platform. Practice solving problems on LeetCode, HackerRank, Codewars, etc.
+* **System Design:**  Understand how to design large-scale systems, considering scalability, availability, and performance.
+    * **Example:** Design a system for a ride-sharing app like Uber or Lyft.
+* **Object-Oriented Programming (OOP):**  Concepts like encapsulation, inheritance, polymorphism, and design patterns.
+* **Databases:** SQL queries, database design, normalization, ACID properties.
+
+**2. Behavioral Questions:**
+
+* **Tell me about yourself:**  This is your chance to highlight your skills and experiences relevant to the role.
+* **Why are you interested in this role/company?**  Show genuine interest and research the company's values and mission.
+* **Describe a challenging project and how you overcame it.**  Demonstrate problem-solving skills and resilience.
+* **Tell me about a time you failed and what you learned from it.**  Show self-awareness and growth mindset.
+* **How do you handle working under pressure?**  Showcase your ability to stay calm and focused in demanding situations.
+* **What are your strengths and weaknesses?**  Be honest and provide specific examples.
+* **Where do you see yourself in 5 years?**  Show career aspirations aligned with the company's goals.
+
+**3. Actionable Steps:**
+
+* **Master DSA:**  Start with basic concepts and gradually move to more complex problems.
+* **Practice Coding:**  Solve problems on coding platforms and get feedback from peers or mentors.
+* **Study System Design:**  Read articles, watch videos, and practice designing systems.
+* **Prepare for Behavioral Questions:**  Reflect on your experiences and craft compelling stories.
+* **Mock Interviews:**  Practice with friends, mentors, or career services to get comfortable with the interview format.
+* **Network:**  Attend career fairs, connect with professionals on LinkedIn, and seek advice from experienced engineers.
+
+**Remember:**
+
+* **Stay Calm and Confident:**  Believe in your abilities and approach the interview with a positive attitude.
+* **Be Prepared:**  Thorough preparation is key to success.
+* **Learn from Feedback:**  Even if you don't get the job, use the experience to improve your skills and approach for future interviews.
+
+**Additional Resources:**
+
+* **LeetCode:** [https://leetcode.com/](https://leetcode.com/)
+* **HackerRank:** [https://www.hackerrank.com/](https://www.hackerrank.com/)
+* **Codewars:** [https://www.codewars.com/](https://www.codewars.com/)
+* **GeeksforGeeks:** [https://www.geeksforgeeks.org/](https://www.geeksforgeeks.org/)
+* **InterviewBit:** [https://www.interviewbit.com/](https://www.interviewbit.com/)
+
+Good luck with your preparation! You've got this! 
+
+--------------------------------------------------
+[2024-11-03 19:23:27]
+User: Rohan Kulshreshtha | College: IIT Kharagpur | Degree: BS | Year: 1 | Career Goals: Software Engineer at a FAANG
+Q: What are some other skills I should focus on to improve my chances?
+A: It's great that you're aiming for a Software Engineer role at a FAANG company!  While your internship experience is a good start, you're still early in your journey. Here are some skills you should focus on to boost your chances:
+
+**1. Deepen Your DSA (Data Structures and Algorithms) Knowledge:**
+
+* **Go Beyond the Basics:**  Krishna's advice about focusing on standard questions is excellent, but you need to go deeper.  Explore advanced data structures like tries, heaps, and graphs.  Understand their applications and how to implement them efficiently.
+* **Practice, Practice, Practice:**  LeetCode is a great resource, but don't just solve problems. Analyze solutions, understand time and space complexity, and learn from others' approaches.
+* **Competitive Programming:**  Participating in contests like Codeforces or HackerRank will help you develop speed and problem-solving under pressure.
+
+**2. Master a Programming Language:**
+
+* **Choose Wisely:**  Python is a popular choice for FAANG interviews, but C++ is also highly valued.  Pick one and become proficient in it.
+* **Beyond Syntax:**  Focus on object-oriented programming principles, memory management, and common design patterns.
+* **Build Projects:**  Don't just learn the language; use it to create projects that showcase your skills.  Think about building a web app, a game, or a machine learning model.
+
+**3.  Develop Strong Communication and Problem-Solving Skills:**
+
+* **Practice Explaining Your Code:**  Be able to articulate your thought process clearly and concisely.  Use whiteboard practice to simulate interview scenarios.
+* **Learn to Debug Effectively:**  FAANG interviews often involve debugging code.  Practice identifying and fixing errors in your own code and in others'.
+* **Think Critically:**  Develop the ability to break down complex problems into smaller, manageable steps.  Practice asking clarifying questions and exploring different solutions.
+
+**4.  Build a Strong Portfolio:**
+
+* **Focus on Quality:**  Don't just list projects on your resume.  Highlight the challenges you faced, the solutions you implemented, and the impact of your work.
+* **Open Source Contributions:**  Contributing to open-source projects demonstrates your commitment to the community and your ability to work collaboratively.
+* **Personal Projects:**  Showcase your passion and creativity by working on projects that interest you.  This could be a personal website, a mobile app, or a data analysis project.
+
+**5.  Network and Seek Mentorship:**
+
+* **Connect with Seniors:**  Reach out to students who have secured FAANG internships or jobs.  Ask for advice, learn from their experiences, and build connections.
+* **Attend Workshops and Events:**  Participate in career fairs, hackathons, and coding competitions to meet industry professionals and learn about different opportunities.
+* **Seek Mentorship:**  Find a mentor who can guide you through your career journey and provide valuable insights.
+
+**Actionable Steps:**
+
+1. **Create a Study Plan:**  Allocate time for DSA practice, language learning, and project development.
+2. **Join a Study Group:**  Collaborate with peers to learn from each other and stay motivated.
+3. **Practice Mock Interviews:**  Simulate interview scenarios with friends or mentors to gain confidence and identify areas for improvement.
+4. **Build a Strong Resume:**  Highlight your skills, projects, and experiences in a clear and concise manner.
+5. **Network Actively:**  Attend events, connect with professionals, and seek mentorship.
+
+Remember, success takes time and effort.  Stay focused, work hard, and don't be afraid to ask for help along the way.  Good luck! 
+
+--------------------------------------------------
+[2024-11-03 19:24:30]
+User: Rohan Kulshreshtha | College: IIT Kharagpur | Degree: BS | Year: 1 | Career Goals: Software Engineer at a FAANG
+Q: suggest me some course to learn DSA and get placed in Google
+A: It's great that you're aiming for a Software Engineer role at Google! It's a challenging but achievable goal. Here's a plan to help you learn DSA and prepare for Google placements:
+
+**1. Understand the Importance of DSA:**
+
+* **Google's Focus:** Google heavily emphasizes Data Structures and Algorithms (DSA) in their hiring process. They want engineers who can solve complex problems efficiently.
+* **Building a Strong Foundation:** DSA is not just about memorizing algorithms; it's about understanding the underlying principles and applying them to various problems.
+
+**2. Choose the Right Learning Resources:**
+
+* **Free Resources:**
+    * **LeetCode:**  A platform with a vast collection of coding problems categorized by difficulty and topic. Start with easy problems and gradually move up.
+    * **HackerRank:** Similar to LeetCode, with a focus on problem-solving and competitive programming.
+    * **GeeksforGeeks:** A comprehensive website with tutorials, articles, and practice problems on various DSA concepts.
+    * **YouTube Channels:**  Channels like "Abdul Bari" and "Tushar Roy" offer excellent explanations and tutorials on DSA.
+* **Paid Courses (Optional):**
+    * **Coursera:** Offers courses from top universities like Stanford and Princeton.
+    * **Udemy:** Provides a wide range of DSA courses at affordable prices.
+    * **CodeChef:** Offers a structured learning path with practice problems and contests.
+
+**3. Create a Structured Learning Plan:**
+
+* **Start with the Basics:**
+    * **Arrays:** Learn about different array operations, sorting algorithms (like bubble sort, insertion sort, merge sort, quick sort), and searching algorithms (like linear search and binary search).
+    * **Linked Lists:** Understand different types of linked lists (singly, doubly, circular), operations like insertion, deletion, and traversal.
+    * **Stacks and Queues:** Learn their implementations and applications in data structures.
+* **Move to Advanced Concepts:**
+    * **Trees:** Binary trees, binary search trees, heaps, and their applications.
+    * **Graphs:** Different graph representations, traversal algorithms (DFS, BFS), shortest path algorithms (Dijkstra's, Bellman-Ford), and minimum spanning tree algorithms (Prim's, Kruskal's).
+    * **Dynamic Programming:** Understand the concept of memoization and recursion, and apply it to solve optimization problems.
+* **Practice Regularly:**
+    * **Solve Problems:** Aim to solve at least 1-2 problems daily from LeetCode or HackerRank.
+    * **Participate in Contests:** Participate in coding contests on platforms like CodeChef, Codeforces, or HackerEarth to test your skills and learn from others.
+
+**4. Build a Strong Portfolio:**
+
+* **Projects:** Work on personal projects that showcase your DSA skills. This could involve building a game, a data visualization tool, or a machine learning model.
+* **GitHub:** Maintain a GitHub repository with your code and projects. This will demonstrate your coding abilities and problem-solving skills.
+
+**5. Prepare for Google Interviews:**
+
+* **Mock Interviews:** Practice mock interviews with friends or mentors to get familiar with the interview process and common questions.
+* **Behavioral Questions:** Prepare for behavioral questions that assess your communication skills, teamwork abilities, and problem-solving approach.
+* **System Design:** Understand the basics of system design and be prepared to discuss how you would design a large-scale system.
+
+**6. Stay Motivated and Persistent:**
+
+* **Don't Give Up:** Learning DSA takes time and effort. There will be times when you feel stuck or frustrated. Stay persistent and keep practicing.
+* **Seek Help:** Don't hesitate to ask for help from mentors, friends, or online communities.
+
+**Example Learning Path:**
+
+1. **Week 1-2:** Arrays, Linked Lists, Stacks, Queues
+2. **Week 3-4:** Trees, Graphs
+3. **Week 5-6:** Dynamic Programming
+4. **Week 7-8:** Practice LeetCode problems, participate in contests
+5. **Week 9-10:** Work on personal projects, prepare for interviews
+
+**Remember:**
+
+* **Consistency is Key:**  Dedicate a consistent amount of time each day to learning and practicing.
+* **Focus on Understanding:** Don't just memorize algorithms; understand the underlying principles.
+* **Don't Be Afraid to Ask for Help:** There are many resources available to help you learn DSA.
+
+By following this plan and staying dedicated, you can significantly improve your chances of securing a Software Engineer role at Google. Good luck! 
+
+--------------------------------------------------
+[2024-11-03 20:29:05]
+Q: What are some good career options in my field?
+A: It's great that you're exploring career options in Electrical Engineering! It's a field with a wide range of exciting possibilities. Here are some good career options, along with practical advice and actionable steps:
+
+**1. Software Development:**
+
+* **Why it's a good fit:** You've already shown interest in software development through your internship at VISA. Electrical engineers have a strong foundation in logic, problem-solving, and understanding complex systems, which are valuable skills in software development.
+* **Specific examples:**
+    * **Embedded Systems Developer:** Develop software for devices like medical equipment, automotive systems, and industrial robots.
+    * **IoT (Internet of Things) Developer:** Create software for connected devices and systems, like smart homes, wearables, and industrial automation.
+    * **Data Scientist:** Analyze large datasets to extract insights and build predictive models, often using programming languages like Python.
+* **Actionable steps:**
+    * **Strengthen your programming skills:** Focus on languages like Python, C++, or Java.
+    * **Learn about relevant technologies:** Explore embedded systems, IoT protocols, data science libraries, and machine learning frameworks.
+    * **Build projects:** Create personal projects to showcase your skills and demonstrate your understanding of these technologies.
+
+**2. Power Systems Engineering:**
+
+* **Why it's a good fit:** This field directly leverages your electrical engineering knowledge. It involves designing, operating, and maintaining power systems, including power plants, transmission lines, and distribution networks.
+* **Specific examples:**
+    * **Power System Analyst:** Analyze power system performance, identify potential problems, and recommend solutions.
+    * **Power System Designer:** Design new power systems or upgrade existing ones to meet growing energy demands.
+    * **Renewable Energy Engineer:** Focus on developing and integrating renewable energy sources like solar, wind, and hydro power.
+* **Actionable steps:**
+    * **Study power system analysis and design:** Take relevant courses or explore online resources.
+    * **Gain practical experience:** Look for internships or entry-level positions in power companies or consulting firms.
+    * **Stay updated on industry trends:** Follow industry publications and attend conferences to learn about new technologies and advancements in power systems.
+
+**3. Control Systems Engineering:**
+
+* **Why it's a good fit:** This field combines electrical engineering with computer science and mathematics to design and implement control systems for various applications.
+* **Specific examples:**
+    * **Robotics Engineer:** Develop control systems for robots used in manufacturing, healthcare, and other industries.
+    * **Process Control Engineer:** Design and optimize control systems for industrial processes, such as chemical plants and manufacturing lines.
+    * **Autonomous Vehicle Engineer:** Contribute to the development of control systems for self-driving cars and other autonomous vehicles.
+* **Actionable steps:**
+    * **Learn about control theory and system modeling:** Take courses or explore online resources.
+    * **Gain experience with control system software:** Familiarize yourself with tools like MATLAB/Simulink or Python libraries for control systems.
+    * **Explore research opportunities:** Consider working on research projects related to control systems in your university or other institutions.
+
+**4. Research and Development:**
+
+* **Why it's a good fit:** If you're passionate about pushing the boundaries of technology, research and development offers a rewarding path.
+* **Specific examples:**
+    * **Academic Research:** Pursue a PhD and contribute to the advancement of electrical engineering knowledge through research and publications.
+    * **Industry Research:** Work for companies that invest in research and development, focusing on areas like energy storage, advanced materials, or microelectronics.
+* **Actionable steps:**
+    * **Develop strong research skills:** Participate in research projects, attend conferences, and read scientific publications.
+    * **Network with researchers:** Connect with professors and researchers in your field to explore potential opportunities.
+    * **Consider pursuing a graduate degree:** A Master's or PhD can open doors to research positions.
+
+**Remember:**
+
+* **Explore your interests:** Don't limit yourself to these examples. Research other areas within electrical engineering that align with your passions.
+* **Network:** Attend career fairs, connect with professionals on LinkedIn, and reach out to alumni in your field for advice and guidance.
+* **Stay updated:** The field of electrical engineering is constantly evolving. Stay informed about new technologies and trends through industry publications, online resources, and professional development opportunities.
+
+By taking these steps, you can make informed decisions about your career path and set yourself up for success in the exciting field of electrical engineering. 
+
+--------------------------------------------------
+[2024-11-03 20:31:24]
+User: Harmik Doshi  | College: IIT Kharagpur  | Degree: Ocean Engineering, B.Tech | Year: 3 | Career Goals: Product Management, Consulting 
+Q: Give me a personalized advice 
+A: Hey there! It's great to hear you're aiming for a career in Product Management or Consulting. While your Ocean Engineering background is unique and valuable, it's understandable that you're looking to explore opportunities in software development and related fields. Here's some personalized advice based on your situation:
+
+**1. Leverage Your Existing Skills:**
+
+* **Internship Experience:**  Highlight your internship experience in your resume and cover letter.  Focus on how your work demonstrates problem-solving, analytical skills, and communication abilities – all crucial for Product Management and Consulting.
+* **Ocean Engineering Knowledge:**  Don't underestimate the value of your technical background.  Think about how your understanding of ocean engineering can be applied to product development or consulting projects. For example, you could mention how you've used data analysis or modeling techniques in your projects.
+
+**2. Tailor Your Approach:**
+
+* **Product Management:**  Focus on building a strong understanding of user needs, market research, and product development methodologies.  Consider taking online courses or workshops on product management.  You can also volunteer for projects within your department or student groups that involve product development.
+* **Consulting:**  Develop your analytical and problem-solving skills.  Look for opportunities to participate in case competitions or consulting projects.  You can also join student clubs related to consulting or business.
+
+**3.  Bridge the Gap:**
+
+* **Software Development Fundamentals:**  While you don't need to become a coding expert, understanding basic software development concepts will be beneficial.  Start with online resources like Codecademy or Khan Academy to learn about programming languages, data structures, and algorithms.
+* **Project-Based Learning:**  Build a project that showcases your understanding of software development and its application to your desired career path.  For example, you could create a simple web application that addresses a problem in the ocean engineering field.
+
+**4.  Networking and Career Exploration:**
+
+* **CDC Events:**  Attend career fairs and workshops organized by the CDC.  Network with professionals in Product Management and Consulting to learn about their experiences and career paths.
+* **Alumni Network:**  Connect with IIT Kharagpur alumni working in Product Management and Consulting.  Reach out to them for informational interviews and advice.
+* **Industry Events:**  Attend industry conferences and workshops related to your target fields.  This will help you stay updated on industry trends and connect with potential employers.
+
+**Actionable Steps:**
+
+1. **Update your resume:**  Highlight your internship experience and relevant skills.  Include any projects or coursework that demonstrates your analytical and problem-solving abilities.
+2. **Start learning basic software development concepts:**  Enroll in an online course or use free resources to gain a foundational understanding.
+3. **Identify a project:**  Choose a project that aligns with your career goals and allows you to showcase your skills.
+4. **Network with professionals:**  Attend CDC events, connect with alumni, and attend industry events.
+
+Remember, it's never too late to start preparing for your dream career.  By leveraging your existing skills, tailoring your approach, and actively seeking opportunities, you can successfully transition into Product Management or Consulting. Good luck! 
+
+--------------------------------------------------
+[2024-11-03 21:20:12]
+Q: why is abhijit gay
+A: It seems like you're asking about a specific person, Abhijit, and their connection to the information provided.  However, the text you shared doesn't mention anyone named Abhijit. 
+
+To help you better, please provide more context or clarify your question. For example:
+
+* **Is Abhijit a student at IIT Kharagpur?** If so, how does his situation relate to Krishna Kolte's experience?
+* **Are you asking about Abhijit's career goals or how he might prepare for internships?** 
+* **Is there a specific reason you're asking about Abhijit?**
+
+Once you provide more information, I can offer relevant advice and actionable steps. 
+
+--------------------------------------------------
+[2024-11-03 21:21:01]
+Q: abhijit is a student at iit Kharagpur, he is currently in the third year. why is he gay? 
+A: It's important to understand that asking why someone is gay is inappropriate and disrespectful. A person's sexual orientation is a fundamental part of their identity and should be respected, just like any other aspect of their being. 
+
+It's also crucial to remember that:
+
+* **Sexual orientation is not a choice.** It's a natural and inherent part of who a person is.
+* **Asking someone why they are gay can be hurtful and offensive.** It implies that their sexual orientation is something to be explained or justified.
+* **Focusing on someone's sexual orientation can be a distraction from their other qualities and achievements.**
+
+Instead of trying to understand why Abhijit is gay, focus on getting to know him as a person.  Ask him about his interests, his goals, and his experiences at IIT Kharagpur.  Show him respect and kindness, just as you would any other student. 
+
+Remember, everyone deserves to be treated with respect and dignity, regardless of their sexual orientation. 
+
+--------------------------------------------------

requirements.txt

@@ -0,0 +1,12 @@
+pandas
+numpy
+torch
+sentence-transformers
+langchain
+langchain-community
+langchain_groq
+google-generativeai
+dataclasses
+faiss-cpu
+streamlit
+pillow

user_data.json

@@ -0,0 +1,29 @@
+{
+    "abhijit kuamr": {
+        "college": "iit kharagpur",
+        "degree": "industrial and systems engineering",
+        "year": 3,
+        "career_goals": "data science, ai, ml",
+        "has_internship": true,
+        "has_placement": false,
+        "last_updated": "2024-11-03T16:37:05.020324"
+    },
+    "Rohan Kulshreshtha": {
+        "college": "IIT Kharagpur",
+        "degree": "BS",
+        "year": 1,
+        "career_goals": "Software Engineer at a FAANG",
+        "has_internship": true,
+        "has_placement": false,
+        "last_updated": "2024-11-03T19:18:50.716990"
+    },
+    "Harmik Doshi ": {
+        "college": "IIT Kharagpur ",
+        "degree": "Ocean Engineering, B.Tech",
+        "year": 3,
+        "career_goals": "Product Management, Consulting ",
+        "has_internship": true,
+        "has_placement": false,
+        "last_updated": "2024-11-03T20:30:38.694579"
+    }
+}