Abhishek Datta

AI scientist and data science leader with 20+ years of global experience designing, training, and deploying machine learning and AI systems.Proven track record of building end‑to‑end AI solutions and leading teams.

Role
Derivatives Trader at Self
Location
Kolkata, WB, IN
LinkedIn followers
500 followers
Finance & AccountingView LinkedIn profile

About Abhishek Datta

AI scientist and data science leader with 20+ years of global experience designing, training, and deploying machine learning and AI systems across banking, insurance, retail/CPG, telecom, oil & gas, mining, manufacturing, and healthcare- Proven track record of building end‑to‑end AI solutions (ASR, OCR, computer vision, NLP, forecasting, pricing/recommendation) and leading teams from research and prototyping to production at enterprise scale- Strong foundation in applied mathematics and statistics (dual post‑graduate degrees, peer‑reviewed machine learning publication) with deep hands-on experience in deep learning, language models, and GenAI, combined with pre sales, client acquisition, and stakeholder leadership- Core AI & Research Skills: Machine learning & statistics: supervised/unsupervised learning, ensemble methods, time‑series forecasting, probabilistic modeling, feature engineering, model evaluation and validation- Deep learning: CNNs, RNNs/LSTMs, transformers, representation learning, transfer learning, multimodal models- Generative AI & LLMs: large language models, prompt engineering, RAG pipelines, instruction tuning, domain adaptation, LLM‑based agents and tools integration- Natural language processing: text classification, sentiment analysis, topic modeling, information extraction, document intelligence, semantic search- Computer vision: object detection and tracking, face recognition, OCR, image classification and segmentation- MLOps & LLMOps: experiment tracking, CI/CD for ML, model deployment and monitoring, Kubernetes‑based microservices, data & model versioning, observability for ML/LLM systems- Data platforms & big data: data pipelines, SQL/NoSQL, distributed processing (Hadoop, Spark, Hive), feature stores and data governance concepts- AI governance & ethics: bias and drift awareness, interpretability, risk‑aware deployment and monitoring for regulated industries (banking, insurance, healthcare)- Technical StackProgramming & analysis: Python, R, SQL, MATLAB, C, SAS, SPSS- ML / DL frameworks: PyTorch, TensorFlow, Keras, scikit‑learn, pandas, NumPy- GenAI / LLM ecosystem: Hugging Face Transformers, LangChain / LangGraph (or similar orchestration), vLLM/Ollama‑style inference stacks, prompt/version management tools- Cloud & MLOps: Azure ML, AWS SageMaker, Kubernetes, Docker, MLflow‑style experiment tracking, CI/CD for ML- Data & BI: Hadoop, Pig, Spark, Hive, Tableau, Power BI, SAS Enterprise Miner, RapidMiner, SPSS Clementine, Azure ML Studio, IBM Watson.

Experience

  1. Derivatives Trader

    Self

    Jul 2020 — Present · Kolkata, IN

    Current focus on building and deploying AI- based strategies for Options and Crypto trading

Education

  • Stony Brook University

    Master of Science - MS, Applied Mathematics & Statistics

  • Stony Brook University

    Master's degree, Applied statistics

  • Stony Brook University

    Master's degree, Mathematics and Statistics

  • Indian Institute of Technology, Kharagpur

    Integrated M.Sc (B.Sc+M.Sc), Mathematics

    1995 — 2000

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Abhishek Datta — Derivatives Trader at Self in Kolkata, WB, IN | Unifers