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Machine Learning & AI
Machine Learning & AI
Introduction to AI, How Data Science Comes into Play,
Linear Regression, Multiple Linear Regression & Polynomial Linear Regression, Support Vector Machines, Decision Trees, Random Forests, Classification Algorithms, Clustering Algorithms, Feature Engineering, and much more
MNIST Handwritten Digit Recogniser, Titanic Survival | EDA, PubG Predictive Analysis, Human Activity Recognition using Smartphone data, Predicting solar Irradiance
Deep Learning
Perceptrons, Multi-layer perceptron architecture, and Convolutional Neural Network (CNN)
Image Processing
– Fundamentals of Image Formation, Image Processing Techniques, Image Processing on Live WebCam, Taking a Selfie Program with OpenCV, Image Manipulation, DIY Instagram Filters, Masking, Adding Logo on a Live VideoFace Detection and Manipulation
Natural Language Processing
Getting Started with NLP, Mastering Strings and ASCII Codes, Regular Expression from Scratch, Getting started with Spacy, Text Sequencing using Word Cloud, and much more
Project: Spell Checker, Guessing the title of a Corpus
