Masters/Postgraduate Data Science and Machine Learning resources

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Masters/Postgraduate Data Science and Machine Learning resources

By Artificial Intelligence
K-Nearest Neighbour (KNN) Algorithm with Example image

This hand-written well-organized document teaches the K-Nearest Neighbour (KNN) Algorithm with Example.

By Artificial Intelligence
K-Means Algorithm with multiple examples (1D and 2D Data) image

This hand-written well-organized document explains clustering and K-Means algorithms with multiple examples of 1-D data (set of values) and 2-D data (table of values).

By Artificial Intelligence
Implementation of XOR Gate using Neural Network image

This hand-written document implements the XOR gate using Neural Network. It shows all calculations step-by-step.

By Artificial Intelligence
Decision Tree Example (Tennis Example) image

This hand-written well-organized document teaches the decision tree by example. It takes a small dataset and generates decision tree by calculating entropy, information gain and gain. The algorithm is implmeneted...

By Artificial Intelligence
Decision Tree Example (Profit Example) image

This hand-written well-organized document teaches the decision tree by example. It takes a small dataset and generates decision tree by calculating entropy, information gain and gain. The algorithm is implmeneted...

By Artificial Intelligence
Back Propagation in Multi Layer Perceptron image

This hand-written document explains Back Propagation in Multi Layer Perceptron using an example neural network.

By Manjunatha VG
Essential Mathematics for Data Scientists: Assessment 5: VisualRank using image similarity image

Assessment 5: VisualRank using image similarity Introduction This assignment is based on the well-known PageRank algorithm developed by Google to help in ranking webpages. Although much has changed with Google’s...

By Manjunatha VG
Essential Mathematics for Data Scientists: Assignment 4: Principal Component Analysis image

Assignment 4: Principal Component Analysis This assignment asks you to implement, a principal component analysis (PCA) using a singular value decomposition on a real data set. A real dataset We now ask that you...

By Manjunatha VG
Essential Mathematics for Data Scientists - Assessment 3: Microchip voltage image

Assessment 3: Microchip voltage You are now asked to write some code of your own that will achieve the goals laid out below. The purpose of this exercise is two-fold. It will a) test your skills in designing and...

By Learning Factory
Solved Problem - Machine Learning - Regression - Error Computation image

This video by Dr. Smriti H Bhandari explains solution to Machine Learning Regression Problem. Given problem with actual and predicted output. Compute the error.

By Learning Factory
Solved Problem - Machine Learning - Regression - Evaluating Cost Function image

This video by Dr. Smriti H Bhandari explains how to compute cost function in regression for given parameter values.

By Learning Factory
Solved Problem on Machine Learning Regression image

This video by Dr. Smriti H Bhandari explains solution to Machine Learning Regression Problem. Given problem with some questions based on the data, this video provides detailed solution with explanation. Consider the...

By Learning Zone
Machine Learning (Important Theory) image

Machine learning is a dynamic and evolving field that empowers computers to learn and adapt, making it a transformative technology with widespread use and potential to solve complex problems across various domains. Its...

By MarksMaster
Kidney Stone and cyst Detection using Deep learning, CNN and AutoKeras image

Kidney Stone Detection Using CNN and Autokeras Millions globally suffer from kidney stones, emphasizing the need for early identification. Convolutional neural networks (CNNs) have shown promise in medical imaging,...

By MarksMaster
Traffic Congestion detection using CNN and Object detection image

Project Brief: Congestion Detection System for Road and Highways Using Pretrained CNN and Object Detection Overview: The Congestion Detection System is a Python-based solution designed to monitor and detect traffic...

By MarksMaster
Deep learning based brain tumor detection image

The project involves designing and implementing a deep learning-based brain tumor detection system using MRI images. The goal is to determine whether a person has a brain tumor by analyzing their brain MRI image. This...

By Aakash Verma
Sentiment Analysis of IMDb Reviews using Decision Tree and Multinomial Naive Bayes Models. image

In this project, we delve into the realm of sentiment analysis using machine learning techniques on the IMDb dataset. Our primary goal is to predict sentiment polarity—positive or negative—of movie reviews, employing...

By Uddesh Jari
Data Science cheat sheet - Bundle : Pandas, NumPy, Scikit-Learn, ML, SQL, Python, Git image

🚀 Launch Your Data Science Journey: Introducing the "Data Science Cheat Sheet - Bundle," your ultimate shortcut to mastering data science! 🔍 All-In-One Resource. 🎯 Tailored for all Data Science Students and...

By Aakash Verma
Predicting Insurance Costs with Machine Learning models. image

In this project, we embark on a data-driven exploration into the world of insurance cost prediction using advanced machine learning techniques. Our primary objective is to harness the power of three distinct regression...

By Aakash Verma
Predicting Casualties in Road Accidents: A Comparative Analysis using ML Models. image

In this project, we delve into the realm of road safety analytics, aiming to predict the number of casualties in road accidents using advanced machine learning techniques. Our primary objective is to harness the power...