User

Data Scientist

BMT Score
80
80%
  • Remote

Available for

About SHUBHAM

A performance driven ambitious software developer with an extraordinary blend of and technical knowledge. Ability to communicate and motivate team members to enhance strategic goals and bottom line objectives. Creative problem solving and troubleshooting skills complemented by meticulous attention to details that will result in the success of an organization by developing new applications or improving existing ones.
 

Tech Stack Expertise

  • Tech Stack Expertise

    Microsoft SQL Server

    SQL

    0 Years
  • Tech Stack Expertise

    Python

    Python,TensorFlow,Numpy,Keras,Pandas,Django

    0 Years
  • Tech Stack Expertise

    HTML

    HTML

    0 Years
  • Tech Stack Expertise

    CSS

    CSS

    0 Years

Work Experience

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Data Scientist

  • January 2018 - December 2022 - 5 Year
  • India

Projects

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Customer Conversion Analysis(Tourism)

  • March 2018 - January 2019 - 11 Months
Technologies
Role & Responsibility
    Data Transformation from client OLAP to OLTP system using pyspark 

    Data wrangling and statistical analysis of transaction data and performing various ML process for customer segmentation, forecasting of sale and Inventory using time series dataset
    Used Machine learning technique like random forest and xgboost for customer conversion analysis
    Worked in text pre-processing using regex, CNF and siamese network classifier model .
    Conducted research on customer conversion analysis and put it into practice. 
    According to our client's description of the impact, their consumer base has increased by about 15%.
     
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Music Propensity Model

  • February 2019 - November 2019 - 10 Months
Technologies
Role & Responsibility
    Demonstration to stackholders regarding capabilities of AI/ML for revenue generations
    Converting clients requirements into data science terminologies
    Data extraction from datalake using sql queries 
    Data wrangling and statistical analysis of transaction data and performing various ML process for customer segmentation, forecasting of sale and Inventory using music related dataset
    Features analysis which is playing key role in clients revenue generation 
    End to end representation of concepts and EDA results to clients and implementing their feedbacks
    Predicted a base of highly probable music subscription customers who can take subscription for music services
    Demonstration of Model Performance to clients and showing impact of ML model statistically 

    My concept offers a 20% cost savings and a count increase of about 7%.
     
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Generic Invoice OCR AI-NLP Product

  • March 2020 - January 2021 - 11 Months
Technologies
Role & Responsibility
    "Generic Invoice OCR AI –NLP product" is one stop destination to crosscheck vendor invoices .It is having capacity to process 1 Million invoices per day and providing anomalies
     
       RESPONSIBILITIES: 
    Identification of increasing process efficiency of current audit process by use of  AI/ML for cost and time savings and revenue generations for auditors of MNC(Indian)
    Thought leadership by providing demonstration of ideation   of Generic Invoice OCR AI –NLP product"
    Creating technical roadmap to achieve committed results 
    Data extraction datalake using pyspark from  hadoop distributed file system  
    Data wrangling and statistical analysis of transaction data and performing various ML process for customer segmentation, forecasting of sale and Inventory using music related dataset
    Creating Computer vision related solution to extract all pdf files and putting for NLP and further processing
    End to end NLP pipeline creation and demonstration of ideas in front of stackholders
    End to End AI pipeline using Deep Neural network architecture along with customized encoders and decoders as per requirement 
    Deployment the same model over windows virtual machine and running it through django service with providing inputs and outputs 
    Statistical calculations to show impact of model over cost and time saving  to clients
    My product / concept has reduced manpower(Auditors) from 500 to 50 on above work

     
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Churn Rate Prediction

  • March 2021 - January 2022 - 11 Months
Technologies
Role & Responsibility
    Footfall propensity analysis on a monthly level campaign which increases campaigning sales rate by 10- 15 % and reduces the customer churn rate by 8- 10% 


    RESPONSIBILITIES: 
    Gave ideation and pitch of project to clients for putting their data to work by analyzing what happened and why with help of AI/ML based Intelligent Decisions. 
    Thought leadership by providing demonstration of ideation   of Footfall propensity analysis "
    Creating technical roadmap to achieve committed results 
    Data extraction from datalake using sql queries and pyspark 
    Data wrangling and statistical analysis of transaction data and performing various ML process for customer segmentation, forecasting of sale and Inventory using Retail dataset
    Created Time series forcasting related problem statement using extracted data
    Feature Engineering to create predictor variables from the historic data which would help me capture the trend and seasonality in the data.
    Plotted proper charts and visualization to show daily,weekly and montly footfall trend of retail customers to my client
    Provided “Direct Forecasting” on above created data and demonstrated to client about sales rate increments 
    Deployment the same model over AWS  and running it through django service with providing inputs and outputs 
    Statistical calculations to show impact of model over increase in sales and churn reductions  to clients
     
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Recommendation System

  • March 2021 - November 2021 - 9 Months
Technologies
Role & Responsibility
    Recommendation engine to increase sales by 10- 15 % based on the customer most bought category targeting and new suggestion. An image based recommendation is add on for clothing sales 


    RESPONSIBILITIES: 
    Thought leadership by providing demonstration of ideation   of Recommendation engine to increase customers product sales
    Creating technical roadmap to achieve committed results 
    Data extraction from datalake using sql queries and pyspark 
    Data wrangling and statistical analysis of transaction data and performing various ML process for customer segmentation, forecasting of sale and Inventory using Retail dataset
    Created recommender system using extracted data
    Feature Engineering to create predictor variables from the historic data which would help us to get impactful features.
    Plotted proper charts and visualization to show impactful variables to boost sales of  my client
    Based on created models Suggesting recommendations
    Deployment the same model over client premises machine  and running it through flask service with providing inputs and outputs 
    Statistical calculations to show impact of model over increase in sales and churn reductions  to clients
     
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Vendor E-payment Cheque Verification

  • June 2022 - November 2022 - 6 Months
Technologies
Role & Responsibility
    Automated "Vendor e-payment cheque verification" for about 70k vendors/banks/partners with the frequency to process 10K invoices per day for the Audit client. 

      RESPONSIBILITIES: 
    Thought leadership by providing demonstration of ideation   of Vendor e-payment cheque verification product to audit client
    Creating technical roadmap to achieve committed results 
    Data extraction from datalake using sql queries and pyspark 
    Data wrangling and statistical analysis of transaction data and performing various ML process for Audit requirement
    Created and automated pipeline for electronic payment verification 
    Deployment the same model over client premises machine  and running it through flask service with providing inputs and outputs 
    Statistical calculations to show impact of model over cost and time reductions  to clients
     
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Industry Expertise

Education

Education

Computer Engineering in B.E

Maharashtra University
  • June 2015 - June 2017

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