Lec-1: Introduction to Data Science & ML | Roadmap to Learn Data Science & ML

Lec-2: Supervised Learning Algorithms | Machine Learning

Lec-3: Introduction to Regression with Real Life Examples

Lec-4: Linear Regression📈 with Real life examples & Calculations | Easiest Explanation

Lec-5: Logistic Regression with Simplest & Easiest Example | Machine Learning

Lec-6: Linear Regression Vs. Logistic Regression | Supervised Learning | Machine Learning

Lec-7: kNN Classification with Real Life Example | Movie Imdb Example | Supervised Learning

Lec-8: Naive Bayes Classification Full Explanation with examples | Supervised Learning

Lec-9: Introduction to Decision Tree 🌲 with Real life examples

Lec-10: Decision Tree 🌲 ID3 Algorithm with Example & Calculations 🧮

Conditional Probability with Easiest Explanation & Example

Introduction to Ensemble Learning with Real Life Examples | Machine⚙️ Learning

K-mean Clustering with Numerical Example | Unsupervised Learning | Machine🖥️ Learning 🙇‍♂️🙇

Hierarchical Clustering | Agglomerative vs Divisive with examples

Single Linkage Clustering | Agglomerative Clustering | Hierarchical Clustering

Complete Linkage⛓️ Clustering with Example | Clustering in Unsupervised Learning | ML

K-medoids Clustering with Numerical Example | Machine Learning

Random Forest 🌳 in Machine Learning 🧑‍💻👩‍💻

kNN for Classified & Regression with Easiest Explanation | Machine Learning 🤖🙇

Mean, Median, Mode with Real Life examples | Machine Learning

Standard Deviation & Variance with Examples

Bagging/Bootstrap Aggregating in Machine Learning with examples

Supervised vs Unsupervised learning with real life example

Python code for Mean, Median, Mode, SD, Variance and Range

How Weights are Increased in Boosting | Ensemble Learning

BAGGING vs. BOOSTING vs STACKING in Ensemble Learning | Machine Learning

Bayes Theorem & Total Probability with Examples

Cross Validation in Machine Learning with Examples

Pearson's Correlation Coefficient | Supervised Learning | Data Science & Machine Learning

kNN(k Nearest Neighbour) Numerical Example | Supervised Learning | Machine Learning

Decision Tree 🌳 Example | Calculate Entropy, Information ℹ️ Gain | Supervised Learning

Single Linkage Clustering Example | Unsupervised Learning | Machine Learning

Token & Parameters in LLama3 META Models | 8B & 70B Parameters Model | GPT model

What is Data Preprocessing & Data Cleaning | Various Techniques with Example

How to Deal with Missing Values in DataSet | Data Preprocessing & Data Cleaning 🧹 Imputation Methods

kNN Imputation with Examples | Data Preprocessing and Data Cleaning 🧹

Fit() & Transform() Method | Data Preprocessing | Machine Learning

Feature Extraction in Data preprocessing | Machine Learning