Machine Learning Tutorials for Beginners Using Python in Hindi

Overview

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Embark on a comprehensive 10-hour tutorial series covering various Machine Learning techniques for beginners using Python, delivered in Hindi. Learn essential ML algorithms including linear regression, support vector machines, and decision trees. Gain insights into the intricacies of linear regression, understanding how it works and evaluates loss for accurate predictions using loss functions. Explore Python code implementations for linear regression and gradient descent. Dive into topics such as data collection, supervised and unsupervised learning, training and test data, multiple regression models, loss functions, mini-batch and stochastic gradient descent, classification, K-Nearest Neighbors, overfitting and underfitting, logistic regression, and more. Apply your knowledge through hands-on projects, including an end-to-end Python ML project and handwritten digit recognition using the MNIST dataset. Master essential evaluation metrics like precision, recall, confusion matrix, and F1-score to assess classifier performance effectively.

Syllabus

[Hindi] Why Learn Machine Learning? - Machine Learning Tutorials Using Python In Hindi.
[Hindi] Some Machine Learning Facts & Motivation - Machine Learning Tutorials Using Python In Hindi.
[Hindi] What Are Features And Labels In ML? - Machine Learning Tutorials Using Python In Hindi.
[Hindi] Data Collection For Machine Learning? - Machine Learning Tutorials Using Python In Hindi.
[Hindi] Supervised And Unsupervised Learning! - Machine Learning Tutorials Using Python In Hindi.
[Hindi] Installing Python Scikit learn For ML - Machine Learning Tutorials Using Python In Hindi.
[Hindi] Training And Test Data In ML - Machine Learning Tutorials Using Python In Hindi.
[Hindi] Simple Linear Regression Explained! - Machine Learning Tutorials Using Python In Hindi.
[Hindi] Multiple Regression Model Explained! - Machine Learning Tutorials Using Python In Hindi.
[Hindi] Linear Regression Code In Python Sklearn! - Machine Learning Tutorials In Hindi.
[Hindi] How Does Linear Regression Model Work? (Derivation) - Machine Learning Tutorials In Hindi.
[Hindi] Loss Functions and Gradient Descent - Machine Learning Tutorials Using Python In Hindi.
[Hindi] Mini Batch and Stochastic Gradient Descent -Machine Learning Tutorials Using Python In Hindi.
[Hindi] Supervised Learning : Classification - Machine Learning Tutorials Using Python In Hindi.
[Hindi] K Nearest Neighbor Classification In Python - Machine Learning Tutorials Using Python Hindi.
K Nearest Neighbors: Pros, Cons and Working - Machine Learning Tutorials Using Python In Hindi.
OverFitting And UnderFitting In Models Explained - Machine Learning Tutorials Using Python In Hindi.
Logistic Regression : Overview And Working - Machine Learning Tutorials Using Python In Hindi.
Coding Logistic Regression In Python | Machine Learning Tutorials Using Python In Hindi.
Project 1: End To End Python ML Project (Complete)| Machine Learning Tutorials Using Python In Hindi.
Handwritten Digit Recognition on MNIST dataset | Machine Learning Tutorials Using Python In Hindi.
Precision, Recall, Confusion matrix & F1-Score | Machine Learning Tutorials Using Python In Hindi.
Evaluating Classifiers in Python: Precision, Recall & F1 Score | Machine Learning Tutorials In Hindi.