Akash Deshmukh

RAFT CONSENSUS ALGORITHM

Consensus indicates that several servers agree on the same information, which is required for designing fault-tolerant distributed systems. Consensus algorithms enable a group of computers to function as a coherent entity that can withstand the failures of some of its members. RAFT protocol helps in achieving consensus.

In this project I implemented the two major task involved in RAFT algorithms Leader Election and Safe Log Replication

Github Project Detail

DETECTION OF PROPAGANDA TECHNIQUES IN NEWS ARTICLES

Propaganda is commonly defined as information of a biased or misleading nature, possibly purposefully shaped, to promote an agenda or a cause. In this project I built a machine learning system for the Detection of Propaganda Techniques in News Articles. There are two subtasks to be solved as part of this project which are Span Identification and Technique Classification. We are able to secure position 17 on leader board in SI Task and position 20 in TC Task.

Github Project Detail

Churn Prediction

The objective was to develop ML model to predict the churn probability for the customer.
Definition of churn: A customer having closed all their active accounts with the bank is said to have churned. Churn can be defined in other ways as well, based on the context of the problem. A customer not transacting for 6 months or 1 year can also be defined as to have churned, based on the business requirements

Tools and Techniques : Pandas, Numpy, ScikitLearn, matplotlib, sklearn.pipeline, JupyterNotebook Github Project Detail

Churn Prediction Model Deployment in AWS

The objective was to deploy a model on AWS which predicts whether the customer is going to churn in the near future or not.

AWS services

• AWS ECR
• AWS ECS
• AWS Code commit
• AWS Code Build
• AWS Code Deploy
• AWS Code Pipeline

Github Project Detail