Portfolio item number 1
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portfolio
Portfolio item number 2
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publications
Correlated discrete data generation using adversarial training
Published in 2nd Workshop on Data Science for Human Capital Management collocated with ECML-PKDD, 2018
Deep Learning, Generative Adversarial Network, Autoencoder, Correlational Neural Networks.
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A Service-Oriented Human Capital Management Recommendation Platform
Published in IEEE International System Conference (SysCon), 2019
Machine Learning, Recommendation, Human Capital Management.
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Relational Boosted Bandits
Published in AAAI, 2021
Contextual Bandits, Relational Learning, Reinforcement Learning, Gradient Boosting
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talks
Introduction to Machine Learning
Published:
- Lab sessions on various machine learning and data science algorithms and prepared tutorials in python for giving hands-on experience to attendees.
- I conducted theory sessions on basic ML algorithms like Stochastic gradient descent, Multivariate linear regression, Logstic regression and Kth nearest neighbour.
- More about summer school, you can find [Here]
Hands-on Machine Learning
Published:
- Lab sessions on various machine learning and data science algorithms and prepared tutorials in python for giving hands-on experience to attendees.
- I conducted theory sessions on ML paradigms and applied Logistic Regression and Decision Tree on real world datasets.
- Importance of data pre-processing and data wrangling to evaluation metric.
- You can find ipython notebook [Here]
Hands-on Machine Learning
Published:
- Lab sessions on various machine learning and data science algorithms and prepared tutorials in python for giving hands-on experience to attendees.
- I conducted theory sessions on ML paradigms and introduction to clustering.
- In-depth detail of K Means clustering algorithm with smart Initialization
- Implementing K means from scratch and visualization of step by step process in ipython notebook.
- You can find ipython notebook [Here]
teaching
Teaching experience 1
Undergraduate course, University 1, Department, 2014
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Teaching experience 2
Workshop, University 1, Department, 2015
This is a description of a teaching experience. You can use markdown like any other post.