Prit Manvar

Junior Data Scientist specializing in Machine Learning, Reinforcement Learning, and Generative AI, with hands-on experience building no-code ML platforms, scalable workflow automation systems, and production-ready LLM applications.

Professional Experience

Building production-ready AI solutions and scalable systems

Junior Data Scientist

Bacancy Technology

January 2024 – Current
  • Worked across Machine Learning, Reinforcement Learning, and Generative AI, delivering production-grade solutions for automation, prediction systems, and LLM-powered applications.
  • Contributed to a No-Code Machine Learning Platform using Apache Spark, MLflow, Airflow, and Kubernetes, improving large-scale data processing and reducing model deployment time significantly.
  • Enhanced enterprise workflow automation platforms by developing workflow execution engines, LLM agents, and workflow copilots for natural-language-driven automation.
  • Fine-tuned LLMs for conversational behavior, tone alignment, and multi-user chat scenarios, improving context-aware response accuracy by 75% and optimizing prompt engineering and NLP pipelines for higher precision.
  • Delivered 7+ projects and prototypes in ML, RL, GenAI, and automation—collaborating closely with engineering, product, and research teams to build scalable, high-impact solutions.

Full Stack Developer

Aapka CFO

April 2023 – December 2024
  • Collaborated on 3+ projects using skills like React Js, Django and FastAPI.
  • Deployed 5+ applications in production environment on digital ocean with optimization and Github CI/CD pipeline.

My Blogs

Explore a curated collection of ideas spanning technology, philosophy, creativity, and the art of thoughtful living.

Why LLMs Forget - And How Developers Make Them Remember

Why LLMs Forget - And How Developers Make Them Remember

Large Language Models (LLMs) have revolutionized Generative AI, powering everything from sophisticated chatbots to intelligent content creation tools....

3 Jan 202622 Minutes
Mastering Context: The Cornerstone of Advanced AI Agent Performance
Gen AILLMs

Mastering Context: The Cornerstone of Advanced AI Agent Performance

Mastering Context: The Cornerstone of Advanced AI Agent Performance In the rapidly evolving landscape of artificial intelligence, Large Language ...

7 Dec 202522 Minutes
Interpretability: Understanding how AI models think
AI Research

Interpretability: Understanding how AI models think

Unlocking the AI "Mind": The Science of Interpretability Large language models (LLMs) have revolutionized how we interact with artificial intelli...

17 Aug 202518 Minutes

Technical Skills

Comprehensive expertise across the AI/ML technology stack

Technologies

Machine LearningDeep LearningReinforcement LearningGenAINatural Language ProcessingLarge Language ModelsAirflow

Frameworks & Libraries

NumpyPandasScikit-LearnTensorFlowPyTorchStable Baselines3SparkHugging Face TransformersNLTKSpacyOpenAIGymLangChainLangGraphCrew AI

Databases

PostgreSQLMongoDBChromaDBFaissPineconeMilvus

Languages & Packages

PythonJavaScriptSQL

Tools & Platforms

AWS SageMakerAWS EC2AWS S3AWS LambdaDockerKubernetesMLflowLinux (Ubuntu)Windows

Featured Projects

Innovative solutions in Machine Learning, Reinforcement Learning, and GenAI

No-Code Machine Learning Platform

Technologies

Apache Spark | Scikit-learn | TensorFlow | PyTorch | MLflow | Kubernetes | Airflow

A no-code ML platform enabling non-technical users to train, evaluate, and deploy models without writing code.

Imitation-Based Ensemble Reinforcement Learning for Predictive Maintenance

Technologies

Reinforcement Learning | Imitation Learning | Behavior Cloning | Ensemble Learning | TensorFlow | PyTorch

A hybrid learning framework integrating Behavior Cloning with actor–critic RL algorithms to improve Remaining Useful Life prediction.

WP Replay Suggester

Technologies

Gemma 3 | Data Generation | Hugging Face | Transformer | LORA | PEFT | Lightning AI

Fine-tuned Gemma 3 model to replicate personalized conversational tone and suggest context-aware replies.

Indite.io - Workflow Automation

Technologies

Next Js | LLM | Workflow Pipelines | Agents | AWS | Langchain JS

A no-code bot creation and workflow automation platform with intelligent execution engine.

Contact Me

Have a question or want to work together? Feel free to reach out!