🎯 I’m a Data Scientist & Machine Learning Engineer focused on building AI systems that learn, reason, and act.
🧠 Skilled in LLMs, AI Agents, NLP, Deep Learning, and ML Pipelines.
📍 Based in India | Passionate about explainability, RAG, and agentic workflows.
🌱 Currently exploring: CrewAI, memory architectures, and scalable deployment.
🔬 I love transforming research into real-world applications.
- 🤖 Machine Learning: Regression, Classification, Feature Engineering, Model Evaluation
- 🧠 Deep Learning: CNNs, LSTMs, Attention Models, Sequence-to-Sequence
- 💬 NLP & LLMs: Transformers, RAG, Tokenization, Prompt Engineering
- 🧩 AI Agents: Multi-agent collaboration with memory (CrewAI, LangGraph)
- 📊 Data Analytics: EDA, Visualizations, Segmentation, Time-Series
- 🛠️ MLOps/Deployment: Model packaging, API deployment, Streamlit dashboards
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🧠 RAG-Powered Agent System
CrewAI setup using Entity & LongTerm memory for contextual task-solving. -
📝 Text Summarization Model (Seq2Seq + Attention)
Built using TensorFlow/Keras for abstractive document summarization.
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📈 Sales Forecasting with LSTMs
Real-time prediction pipeline for multivariate time series. -
🧮 ML Model Zoo (Kaggle Notebooks)
End-to-end projects with feature selection, ensembling, and evaluation. -
📉 Customer Segmentation via Clustering
Unsupervised learning using PCA, KMeans, DBSCAN.
- 🔗 LinkedIn: linkedin.com/in/sumitkumarsingh
- 🐙 GitHub: @sumitkumarsingh
- ✉️ Email: sumit.datasci@gmail.com
- 🌱 Portfolio: coming soon
"AI is not just the future — it's the toolkit for solving today's hardest problems."