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Sushil Ghimire

Machine Learning Engineer | Software Engineer | Data Scientist | Python Developer

Work Experiences

Optible.ai (Data Scientist)

Adelaide, Australia
Data Scientist
02/2021 - Present

Technologies:
Python, NLP, Deep learning, Machine learning, torchtext, azure, aws

Responsibilities:
Automatically read and rank forms and applications against organizations eligibility and merit criteria.
Transform any text into meaningful insights within minutes
Automate screening or and sales follow-ups
Build AI model to match applicants to the criteria that matters most to organization

lftechnology.com (ML Engineer)

Kathmandu, Nepal
Data Scientist
01/2019 - 09/2021

Technologies:
Python, Pytorch, Keras, pandas, spacy, Numpy, NLP, Recommendation Sytem, Deep learning, Machine learning, torchtext, Django

Responsibilities:
Employ machine learning algorithms and generating training data.
Experience with NLP, Text mining, Scrapping, Data visualization, Recommendation system
Computer vision, Time-series data etc
Experience in Atlassian JIRA/Confluence/Agile SDLC
Generate words embedding using word2vec, fasttext and glove models.
Develop App architecture and provide technical guidance to the team.
Optimizing the performance bottlenecks using multi-processing.
Generate training data from scratch using advance regexes.
Develop App architecture and provide technical guidance to the team.
Detecting and optimizing the performance bottlenecks.
Responsible for full release cycle of the project.
Develop the pipelines to enable ML models training on multiple machines and make real time predictions.
Parsing trip emails for extracting the entities using NLP / machine learning.
Building and managing new features and integrations with third-party services.
Machine learning models deployment using flask and docker.
Peer code reviews.

metashrine.com (Python Developer)

Pokhara, Nepal
Python Developer
04/2018 - 10/2018

Technologies:
Python, Django, RestAPI, Django-ORM, sqlalchemy

Responsibilities:
Experienced with building a scalable web applications.
Experienced with web frameworks like Django, Flask in addition; familiarity with the different libraries for socket programming, multi-processing, etc..
Experienced with Designing of data workflow and building a secure API.

Professional Skills

Top Skills

100%

Data Science/ Data Analysis

Expert, 2 years
90%

NLP/ Recommendation System

Senior, 2 years
80%

Web Developer

Intermediate, 1 years

Other Skills

Pytorch Keras Flask Docker Scikit-learn Spacy Pandas NLP Word2Vec Glove Git
Pytest AWS Django SQLAlchemy Surprise Implicit FastAI FastAPI

Education & Certification

PUBLICATION
Nepali Image Captioning
IEEE LINK HERE
Date of Publication: AITB 2019 conference held on 5th November 2019

Master of Computer Science specialization on AI and big data
University of Wollogong, Australia
02/2022 - 01/2024
Bachelor in Computer Engineering
Paschimanchal Campus, IOE, Tribhuvan University
10/2014 - 11/2018
Minor Project: A real time conversational bot.
Major Project: : Human activity recognition system
for tracking activities
Deep Learning specialization
coursera.org , deeplearning.ai
2017 - 2018
Deep Learning Specialization Certificate link
Neural Networks and Deep Learning Certificate link
Hyperparameter tuning, Regularization and Optimization Certificate link
Structuring Machine Learning Projects Certificate link
Convolutional Neural Networks Certificate link
Sequence Models Certificate link

Portfolio

Open Source Contribution

Clients

Favorite Books

Programming Books

Machine Learning / Deep Learning
  • The Elements of Statistical Learning (Hastie, Trevor, Tibshirani, Robert, Friedman, Jerome)
  • Introduction to information retrieval (Christopher D. Manning, Hinrich Schütze, and Prabhakar Raghavan)
  • Pattern Recognition and Machine Learning (Christopher Bishop)
  • The Algorithm Design Manual (Steven Skiena)
  • Text Analytics with Python (Dipanjan Sarkar)
  • Grokking Algorithms (Aditya Y)
  • Mastering Python Regular Expressions (Victor Romero)
Code Testing
  • Python Testing with pytest (Brian Okken)
  • Clean Code: A Handbook of Agile Software Craftsmanship (Robert C Martin)

General Works

Productivity
  • Getting Things Done: The Art of Stress-free Productivity (David Allen)
  • The Compound Effect (Darren Hardy)
  • First Things First (R. Stephen Covey)
  • Eat that Frog (Brian Tracy)
  • Deep Work: Rules for Focused Success in a Distracted World (Cal Newport)
  • Vision to Reality: How Short Term Massive Action Equals Long Term Maximum Results (Honoree Corder)
  • 23 Anti-Procrastination Habits: How to Stop Being Lazy and Get Results in Your Life (S. J. Scott)
  • The Miracle Morning: The Not-So-Obvious Secret Guaranteed to Transform Your Life Before 8AM (Hal Elrod)

Blogs

Nepali Image Captioning Using Machine Learning

Image Captioning, automatically generates descriptions according to the objects observed in an image.

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Federated Learning for Data privacy

Maintaining the privacy of data for the users has become crucial. With the rise of machine learning, the concerns regarding data misuse are taken seriously.

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Enhancing user engagement by Recsys

Good recommendation on platforms not only saves time for those who are looking for connection but also improves user experience and engagement

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Machine learning project pipeline

Standardization of End-to-End Data Pipeline for AI Project Using Kedro consisting of both data engineering and data science pipelines.

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Get in Touch

I'm currently taking on freelance work.

I can help with the following:

  • Machine learning / Deep learning solutions in Pytorch / Keras
  • App development with Python / Django, Flask
  • NLP & Recommendation System applications

Drop me a line at sushil79g@gmail.com or call me at +61 04321 69 155