Experience and expertise summary:1. **Primary Expertise**: Domain: Acquired strong technical and fundamental analysis skills for stocks and derivatives market, which helped to build robust machine learning models to predict future prices.Hands on experience in building machine learning models and generative AI based workflow automation using Python. Machine Learning models exposure: Linear Regression, Logistic Regression, Decision Trees, Random Forest, SVM, KNN, XGBoost, LightGBM, CatBoost, K-Means, Hierarchical Clustering, Keras TensorFlow, DBSCAN, PCA, RNNs, LSTM, Transformers, ARIMA, LSTM, DeepARGenerative AI based technologies exposure: LLMs, RAG, Gemma2,Zapier, Amazon Titan, Llama ,GROQ, LangChain, LangChain Agents and Tools, AstraDB, Pinecone, n8n, OpenAI API, HuggingFace, FAISS2. **Project Management**: Proficient in managing RoR and Python-based projects independently, including end-to-end software development and deployment.3. **Cloud Experience**: Deployed applications on AWS, gaining significant experience with cloud technologies. Hands on experience in using AWS Services => EC2, IAM, EBS, S3, Lambda, API Gateway, Sagemaker, Bedrock4. **Global Exposure**: Worked extensively in India, US, Japan, and UK, acquiring broadglobal exposure.5. **Publications**: Authored the book "Learn Ruby In 7 Days"6. **E-commerce Projects**: Delivered over 50+ web applications, mostly e-commerce, and over 10 mobile applications using Ruby on Rails and RhoMobile Suite. Extensive experience in Ruby on Rails (RoR), with a focus on software development, and software architecture.7. **Algorithmic Trading**: Created a machine learning, Gen AI based algorithmic trading system for stocks and derivatives markets using Python and Pinescript, focusing on predicting price, market analysis, programmatic order placement and training.8. **Project Highlights**:- Developed a centralized flat booking system for multiple townships: - Delivered more than 50 web and 10 mobile applications: Various clients in India- Created a machine learning, Gen AI based algorithmic trading system for stocks andderivatives markets.9. **Consulting and Business Analyst Experience**: Extensive experience as a senior consultant, including roles at CMC, TCS, Polaris, Cognizant and Infosys, where working on high-profile projects like regulatory compliance systems and global trading systems. Served well known banks across globe: Citibank, BNY, Fidelity, HDFCBank, Barclays etc.10. **Pre-sales & BA Exp**: Involved in activities related to pre-sales , business analysis, & IT consulting..