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sachinmittal2212's Projects

airflow icon airflow

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

anomaliesinoptions icon anomaliesinoptions

In this notebook we will explore a machine learning approach to find anomalies in stock options pricing.

artificial-intelligence-deep-learning-machine-learning-tutorials icon artificial-intelligence-deep-learning-machine-learning-tutorials

A comprehensive list of Deep Learning / Artificial Intelligence and Machine Learning tutorials - rapidly expanding into areas of AI/Deep Learning / Machine Vision / NLP and industry specific areas such as Automotives, Retail, Pharma, Medicine, Healthcare by Tarry Singh until at-least 2020 until he finishes his Ph.D. (which might end up being inter-stellar cosmic networks! Who knows! 😀)

axa-insurance-telematics-kaggle icon axa-insurance-telematics-kaggle

I developed this case study only in 7 days with Pyspark (Spark 1.6.0) SQL & MLlib. I used Databricks cluster and AWS. %90 AUC is achieved (without involving Trip Matching-Repeated Trips feature) with Random Forest. Many ensembles with RF, GBT and Logistic Regression and outlier elimination could be used to improve this result. There are two versions of my code (test and full execution). Since AWS costs have exceeded my budget I sopped to train my model(s) all dataset for full dataset execution. There is also a ppt that presents my outputs in test execution. Full Data Execution code is more production ready and slightly different version. I had to use Databricks Table Caching to TRAIN and TEST data tables to obtain acceptable performance in production ready version.

baselines icon baselines

OpenAI Baselines: high-quality implementations of reinforcement learning algorithms

boilerplate icon boilerplate

🍪 Cookiecutter template for production level API services with machine learning.

book icon book

The Rust Programming Language

deep-learning-uncertainty icon deep-learning-uncertainty

Literature survey, paper reviews, experimental setups and a collection of implementations for baselines methods for predictive uncertainty estimation in deep learning models.

deeplearning-cfn icon deeplearning-cfn

Distributed Deep Learning on AWS Using CloudFormation (CFN), MXNet and TensorFlow

ec2-spot-labs icon ec2-spot-labs

Collection of tools and code examples to demonstrate best practices in using Amazon EC2 Spot Instances.

ecs-cluster-manager icon ecs-cluster-manager

This project is meant to automate and simplify the lifecycle management of an ECS cluster.

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