Summary
Overview
Work History
Education
Skills
Timeline
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Aniket Madankar

AI/ML Engineer
Sausar

Summary

Results-driven AI/ML Engineer with 3+ years of experience in designing, developing, and deploying scalable machine learning and NLP solutions across telecom and enterprise domains. Proven expertise in Python-based development, model training and optimization, and end-to-end ML lifecycle management on cloud platforms like AWS (SageMaker, Bedrock). Skilled in classical ML algorithms (Logistic Regression, XGBoost), deep NLP (BERT), and generative AI using LLMs. Delivered impactful projects including predictive churn models, GPT-powered semantic search, and agentic AI systems using LangChain and AutoGen. Adept at integrating AI services with APIs, RPA bots, and microservices to drive automation and operational efficiency. Strong communicator with a passion for building intelligent, production-ready AI systems.

Overview

3
3
years of professional experience

Work History

Senior Systems Engineer

Infosys Ltd.
06.2022 - Current
  • Developed and deployed AI/ML models, including logistic regression, XGBoost, and deep learning models, for use cases like churn prediction, issue classification, and customer segmentation.
  • Built NLP pipelines using spaCy, BERT, and LangChain for entity extraction, document classification, summarization, and auto-routing, improving operational efficiency by 30%–40%.
  • Designed agentic AI systems with LangChain Agents and AutoGen to automate multi-step workflows, such as ticket triage, document analysis, and intelligent decision-making.
  • Delivered RAG-based semantic search with GPT-4 and Vector Search (FAISS) integrated into internal tools via Streamlit, reducing search and diagnostics time by 35%.
  • Integrated models into enterprise systems and RPA bots using RESTful APIs and microservices, enhancing automation and scalability.
  • Deployed models using AWS SageMaker, and implemented GenAI features using AWS Bedrock, such as summarization, content generation, and conversational agents.
  • Delivered full ML pipelines: data ingestion, preprocessing, training, validation, deployment, and monitoring, using cloud-native tools.
  • Created interactive dashboards in Power BI to visualize AI-driven insights, including churn trends, customer lifetime value (CLV), support issue categories, and regional performance, integrating outputs from ML, NLP, and computer vision models for business leadership.

Education

Bachelor of Engineering - Information Technology

Prof. Ram Meghe Institute of Technology And Research
Amravati, India
04.2001 -

HSSC -

Sunflower English And Hindi H.S School
Sausar, India
04.2001 -

HSC -

Sunflower English And Hindi H.S School
Sausar, India
04.2001 -

Skills

    Programming & Frameworks Python, TensorFlow, scikit-learn, XGBoost, spaCy, FastAPI, Streamlit, Hugging Face Transformers ML & AI

    ML & AI Linear Regression, Logistic Regression, BERT-based NLP Models, Supervised Learning, NLP, Generative AI, Multi-Agent Orchestration, Semantic Search, Model Deployment

    LLM & Agentic AI LangChain Agents, AutoGen, ReAct Pattern, Retrieval-Augmented Generation (RAG), Vector Search (FAISS), Prompt Engineering, Tool-Use via Agents, Planning & Reasoning, AWS Bedrock

    Cloud & DevOps AWS (SageMaker, Bedrock, Lambda, S3), Azure, GCP, Docker, Git, CI/CD Pipelines

    Data Engineering & Visualization Pandas, NumPy, SQL, RESTful APIs, Power BI, Microservices, JSON/XML

    Data Engineering & Visualization Pandas, NumPy, SQL, RESTful APIs, Power BI, Microservices, JSON/XML

    Tools & Platforms LangChain, AutoGen, VSCode, Jupyter, Postman, GitHub Actions

Timeline

Senior Systems Engineer

Infosys Ltd.
06.2022 - Current

Bachelor of Engineering - Information Technology

Prof. Ram Meghe Institute of Technology And Research
04.2001 -

HSSC -

Sunflower English And Hindi H.S School
04.2001 -

HSC -

Sunflower English And Hindi H.S School
04.2001 -

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Aniket MadankarAI/ML Engineer