Hi Anyesha,
With over 12 years of experience in Python development, machine learning, and cryptocurrency market analysis, I am confident in my ability to build a sophisticated bot that will meet your requirements.
Approach:
Breakout Detection: The bot will analyze volume spikes, price patterns (e.g., resistance levels), and whale transactions to predict potential price breakouts.
Data Collection: APIs from DoxScreener, CoinGecko, Binance, and social media platforms (e.g., Twitter, Google Trends) will be integrated to gather historical price data, volume, liquidity, and sentiment.
Predictive Modeling: Using machine learning algorithms like decision trees, random forests, or RNNs (Recurrent Neural Networks), the bot will predict breakout timings based on past trends.
Real-Time Alerts: The bot will provide immediate notifications on predicted breakouts to support decision-making.
Market Sentiment Analysis: The system will factor in sentiment from social media and news to enhance prediction accuracy.
With expertise in Python, machine learning, and blockchain, I can develop an intelligent bot that processes large datasets and provides accurate predictions.
Let’s connect and discuss how we can implement this solution for your crypto trading needs.
Best regards,
Murtuza