MachieneLearningProjects

Machine Learning Projects

The Machine learning projects covers all the areas of the Machine Learning ranging from Supervised Learning, Unsupervised Learning, Reinforcement Learning. It includes projects across diverse domain from structured data, to image, time-series and text unstructured data.

List of Projects

The following are the list of Supervised, Unsupervised, Time Series, Natural Language Processing & Reinforcement Learning based Data Science projects included in the repository

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1xx Supervised Learning

• 100 House Price Predictor - Supervised Learning
• 101 Interest Rate Predictor - Supervised Learning
• 102 Human Activity Predictor - Supervised Learning
• 103 Student Intervention Detector - Supervised Learning
• 104 Customer Churn Predictor - Supervised Learning
• 105 Taxi Trip Predictor - Supervised Learning
• 106 Fraud Detector - Supervised Learning
• 107 Customer Account Opening Propensity Predictor - Supervised Learning
• 108 Classification - Supervised Learning

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  2xx Computer Vision

• 200 Alphabet Recogniser - Computer Vision - Regression / NN / Convolution Neural Network

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3xx Time Series Forecasting

• 300 Sales Demand Forecaster - LSTM - Time Series

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4xx Natural Language Processing

• 400 LanguageModel - CBOW, Skipgram WordVectors - NLP
• 401 ChatBot NLG - Seq2Seq Encoder Decoder - NLP
• 402 Sentiment Classifier - Convolution Neural Network + Glove - NLP
• 403 Sentiment Classifier - LSTM + Glove - NLP
• 404 User Intention Classification - FineTuning LLM with ULMFit - NLP
• 405 User Intention Classification - FineTuned BERT - NLP

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  5xx Reinforcement Learning

• 500 Reinforcement Learning - Traffic Rules Learning Agent

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  6xx Unsupervised Learning : Clustering

• 600 Product Delivery Optimiser - Clustering

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  8xx MlOps

• 800 MLOps Architecture

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  9xx AutoML

• 900 AutoML - SciOpt - Auto Parameter Tuning
• 901 AutoML - Genetic Algorithm - Auto Parameter Tuning

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Naming Convention

The naming convention of the projects uses the series number. Each series has special significance as in,

• 1xx - series is reserved for the Supervised Learning
• 2xx - series is reserved for Computer Vision projects
• 3xx - series is reserved for time-series projects
• 4xx - series is reserved for NLP projects
• 5xx - series is reserved for Reinforcement Learning Projects
• 6xx - series is reserved for Clustering Projects
• 8xx - series is reserved for MlOps
• 9xx - series is reserved for parameter tuning

Author:

Bikal Basnet

Data Scientist