Summary
Overview
Work History
Education
Skills
Timeline
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Anupam Prakash

Data Scientist - Advanced Analytics
Bangalore

Summary

Experienced in utilizing complex data analysis and advanced statistical techniques to uncover actionable insights. Leveraging machine learning models to solve real-world problems and enhance business outcomes. Proficient in Python, R, and data visualization tools. Effective communication of findings to drive informed decision-making. Proven ability to leverage LangChain's modular framework to develop and deploy RAG-powered applications that enhance the knowledge and accuracy of LLM responses through efficient document handling, retrieval, and integration with various data sources. Passionate about advancing the capabilities of AI through innovative solutions.

Overview

12
12
years of professional experience
15
15
years of post-secondary education

Work History

Data Scientist-Advance Analytics

IBM
09.2021 - Current
  • Developed an ML-based recommendation system and integrated it with a chatbot, leveraging a text-matching logic as its underlying algorithm, and implemented Dense Passage Retriever (DPR) to provide comprehensive mapping between the user query and the closest matching self-help document in the host database. Combined many recommendation algorithms together in hybrid and ensemble approaches.
  • Implemented a Q&A system built using Rasa, an open-source machine learning framework for building conversational AI.
  • Implemented text summarization, condensing lengthy texts into concise and informative summaries using large language models.
  • Deployed ML model using Hugging Face Transformers with Streamlit, FastAPI, and Docker on AWS. Automated ML Operations with Boto3 and Python. Automated cloud tasks, like instance creation, data storage, and security configuration, using Boto3.
  • Restaurant-facing app and web applications hosted on AWS. Facing app and web applications hosted on AWS by creating an app with multiple sequential API calls.
  • Developed an Angular-based UI for a reliability study to understand the model failure times and access point reliability. Involved analysis, such as data failure, uncovers the pattern for data failure. The patterns were used to forecast how the failure will occur throughout the lifetime of a population of items.

Delv Senior Software Enginner

Mphasis
05.2019 - 05.2021
  • Engineered a production grade, scalable and reliable containerized Ticket classification application using Random Forest deployed on AWS SageMaker supporting two execution modes: training and testing. The algorithm supported both training and scoring in SageMaker with the same container image.
  • Build a production grade inference server into the container, using the stack(nginx,gunicorn and flask) to make the implementer's job simple
  • Text Summarization Using Large Language Models

Data Scientist-Senior Data Analyst Analytics

Genpact
11.2013 - 09.2018
  • Developed predictive Models to predict the future Sales for Sensodyne Toothpaste
  • Dealt with Outliers, Covariance, Missing Data and Skewness ML Algorithm like random Forest used for Variable Selection
  • Performed EDA: Data integration, Outlier Analysis, Missing value Treatment, Correlation Analysis, Principal Component Analysis Applied Supervised and Unsupervised machine model to understand the risk and choosing the right remediation strategy

Education

Kirloskar Institute of Advance Management
03.2011 - 04.2023

Master of Science - undefined

Magadh University
04.2007 - 04.2010

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Ram Krishna mission
01.2002 - undefined

Skills

  • Programming Languages: Python , R , Angular,html (Intermediate), Type Script , Docker,FastAPI, Flask ,PostgreSQL, MLOPS

  • Machine Learning Tools: Tensorflow , Keras , PyTorch , Scikit-Learn , Pandas (Advanced), NLTK (Intermediate)

  • Generative AI -Large Language Models, Retrieval-Augmented Generation,Langchain

Timeline

Data Scientist-Advance Analytics

IBM
09.2021 - Current

Delv Senior Software Enginner

Mphasis
05.2019 - 05.2021

Data Scientist-Senior Data Analyst Analytics

Genpact
11.2013 - 09.2018

Kirloskar Institute of Advance Management
03.2011 - 04.2023

Master of Science - undefined

Magadh University
04.2007 - 04.2010

undefined

Ram Krishna mission
01.2002 - undefined

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Anupam PrakashData Scientist - Advanced Analytics