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Hey 👋🏽, I'm RAJAT!


RAJAT PANCHOTIA | Twitter Rajat's LinkdeIN

Hi, I'm RAJAT PANCHOTIA , a python devloper and Machine learning practioner 🚀 from India, currently. Beside's programming, I enjoy eating food and traveling.

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Talking about Personal Stuffs:

  • 👨🏽‍💻 I’m currently working on De-biasing Facial Recognition Systems
  • 🌱 I’m currently learning Machine Learning;
  • 🤔 I’m looking for help with DEEP LEARNING and NEURAL NETWORKS 😭;
  • 💬 Ask me about anything, I am happy to help;
  • 📫 How to reach me: [email protected];

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Rajat_Panchotia's Projects

breastcanceranalysis icon breastcanceranalysis

It creates machine learning model that predict whether the person will suffer from breast cancer or not.

clustering-geo-location-dbscan icon clustering-geo-location-dbscan

lustering is one of the major data mining methods for knowledge discovery in large databases. It is the process of grouping large data sets according to their similarity. Cluster analysis is a major tool in many areas of engineering and scientific applications including data segmentation, discretization of continuous attributes, data reduction, outlier detection, noise filtering, pattern recognition and image processing

coursera-applied-data-science-capstone icon coursera-applied-data-science-capstone

Peer-Graded Assignment: Capstone Project Notebook | Professional Certificate from IBM is intended for anyone interested in developing skills and experience to pursue a career in Data Science or Machine Learning.

de-biasing-facial-recognition-systems- icon de-biasing-facial-recognition-systems-

Recent research has highlighted the vulnerabilities of modern machine learning based systems to bias, especially towards segments of society that are under-represented in training data. In this project, we develop a novel, tunable algorithm for mitigating the hidden, and potentially unknown, biases within training data. Our algorithm fuses the original learning task with a variational autoencoder to learn the latent structure within the dataset and then adaptively uses the learned latent distributions to re-weight the importance of certain data points while training. While our method is generalizable across various data modalities and learning tasks, in this work we use our algorithm to address the issue of racial and gender bias in facial detection systems. We evaluate our algorithm on the Pilot Parliaments Benchmark (PPB), a dataset specifically designed to evaluate biases in computer vision systems, and demonstrate increased overall performance as well as decreased categorical bias with our debiasing approach.

hacktoberfest2020-contributions icon hacktoberfest2020-contributions

A beginner-friendly project to help you in open-source contributions. Made specifically for contributions in HACKTOBERFEST 2020! Hello World Programs and Algorithms! Please leave a star ⭐ to support this project! ✨

iris_dataset_analysis icon iris_dataset_analysis

This Dataset has five features which are Petal Length, Petal Width, Sepal Length, Sepal Width and Species Type.And analysis is done on the dataset.

wine_quality_analysis icon wine_quality_analysis

The following notebook contains the steps enumerated below for analyzing characteristics of red and white variants of the Portuguese "Vinho Verde" wine. Quality is based on sensory scores (median of at least 3 evaluations made by wine experts). Each expert graded the wine quality between 0 (very bad) and 10 (very excellent).

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