Update README.md

README.md

@@ -87,12 +87,23 @@ result = tokenizer.decode(outputs[0], skip_special_tokens=True)
 - **Sentiment Correlation**: Strong alignment with local market movements.
 - **Risk & Volatility Handling**: Reliable risk analysis in volatile market conditions.
 
-## Use Cases
+## Market Understanding
+
+### Technical Analysis Expertise
+The model is adept at identifying crucial market formations including:
+- **Classical Patterns**: Head & Shoulders, Double Top/Bottom, Triangle, Flag, Wedge, Cup and Handle.
+- **Advanced Techniques**: Local support and resistance levels, volume analysis, and momentum indicators specifically tailored to Indian volatility.
+
+### Market Intelligence
+IndicFinGPT includes:
+- **Comprehensive Financial Reports**: Analysis of quarterly and annual earnings.
+- **Risk Metrics**: Indian-adapted VaR, Beta, and volatility models.
 
-- **Automated Market Analysis**: Insight generation for Indian stock portfolios.
-- **Strategy Development**: Recommendations for traders in local markets.
-- **Risk Management**: Portfolio analysis and risk mitigation insights.
-- **Educational Utility**: Training tool for new traders learning about Indian markets.
+### Cultural Context in Trading
+Culturally aware strategies include:
+- **Indian Market Timing**: Recommendations tailored to pre-market, regular, and post-market phases.
+- **Festival & Cultural Factors**: Insights into events like Diwali (Muhurat Trading), budget announcements, and investor sentiment.
+- **FII/DII Flow and Retail Behavior**: Specific guidance considering both institutional and retail dynamics.
 
 ## Social Impact
 
@@ -199,48 +210,6 @@ Trading Strategy Recommendations:
   - How have similar market conditions in the past affected the performance of Hindustan Unilever, and what can be expected this week?
   - Considering past Diwali trading patterns, what is the expected impact on Reliance Industries this year?
 
-### Sample Questions to Ask the Model
-
-- What are the potential trading strategies for Nifty 50 based on the current market patterns?
-- How does the market sentiment from recent news articles impact the stock price of Reliance Industries?
-- What are the key risk indicators for the portfolio containing Tata Consultancy Services (TCS), Infosys, and Tata Steel?
-- Can you provide an analysis of the Cup and Handle pattern formation for Hindustan Unilever?
-- What are the potential effects of Diwali on the Indian stock market this year?
-
-Model Details
-
-Base Model: EleutherAI/gpt-neo-125M
-Training Data: 6 years of Indian market data (Nifty 50 + 50 companies)
-Fine-tuning: QLoRA implementation
-
-## Model Details
-
-- **Base Model**: EleutherAI/gpt-neo-125M
-- **Developer**: Bhaskar Tripathi
-- **License**: Apache 2.0
-- **Repository**: [Hugging Face Hub](https://huggingface.co/bhaskartripathi/GPT_Neo_Market_Analysis)
-- **Coverage**: Focused on Nifty 50 and 50 additional Indian companies
-- **Historical Data**: Trained on 6 years of Indian market movements and data patterns
-
-## Market Understanding
-
-### Technical Analysis Expertise
-The model is adept at identifying crucial market formations including:
-- **Classical Patterns**: Head & Shoulders, Double Top/Bottom, Triangle, Flag, Wedge, Cup and Handle.
-- **Advanced Techniques**: Local support and resistance levels, volume analysis, and momentum indicators specifically tailored to Indian volatility.
-
-### Market Intelligence
-IndicFinGPT includes:
-- **Comprehensive Financial Reports**: Analysis of quarterly and annual earnings.
-- **Multi-source Sentiment Analysis**: Incorporates data from Indian business news, social media, and even informal platforms like WhatsApp and Telegram groups.
-- **Risk Metrics**: Indian-adapted VaR, Beta, and volatility models.
-
-### Cultural Context in Trading
-Culturally aware strategies include:
-- **Indian Market Timing**: Recommendations tailored to pre-market, regular, and post-market phases.
-- **Festival & Cultural Factors**: Insights into events like Diwali (Muhurat Trading), budget announcements, and investor sentiment.
-- **FII/DII Flow and Retail Behavior**: Specific guidance considering both institutional and retail dynamics.
-
 
 ## Citation
 ```bibtex