Learn Data Science Beginner Course Free

What is Pandas python? Introduction and Installation

Dataframe Basics

Different Ways Of Creating DataFrame

Read Write Excel CSV File

Handle Missing Data: fillna, dropna, interpolate

Handle Missing Data: replace function

Group By (Split Apply Combine)

Concat Dataframes

Introduction and Installation

format strings in plot function

Axes labels, Legend, Grid

Bar Chart

Histograms

Pie Chart

How to become a data scientist for free? | Step by step approach to become data scientist

What is Machine Learning?

Linear Regression Single Variable

Linear Regression Single Variable Quiz

Linear Regression Single Variable Exercise

Linear Regression Multiple Variables

Linear Regression with Multiple Variables Quiz

Linear Regression Multiple Variables Exercise

Gradient Descent and Cost Function

Gradient Descent and Cost Function Quiz

Gradient Descent and Cost Function Exercise

Save Model Using Joblib And Pickle

Dummy Variables & One Hot Encoding

Dummy Variables & One Hot Encoding Quiz

Dummy Variables & One Hot Encoding Exercise

Training and Testing Data

Logistic Regression (Binary Classification)

Logistic Regression (Binary Classification) Quiz

Logistic Regression (Binary Classification) Exercise

Logistic Regression (Multiclass Classification)

Logistic Regression (Multiclass Classification) Exercise

Decision Tree

Decision Tree Exercise

Support Vector Machine (SVM)

Support Vector Machine (SVM) Exercise

Support Vector Machine Quiz

Random Forest

Random Forest Exercise

Random Forest Quiz

K Fold Cross Validation

K Fold Cross Validation Exercise

K Fold Cross Validation Quiz

K Means Clustering

K Means Clustering Exercise

K Means Clustering Quiz

Naive Bayes Part 1

Naive Bayes Part 2

Naive Bayes Quiz

Hyper parameter Tuning (GridSearchCV)

Hyper parameter Tuning (GridSearchCV) Quiz

Hyper parameter Tuning (GridSearchCV) Exercise

L1 and L2 Regularization | Lasso, Ridge Regression

L1 and L2 Regularization | Lasso, Ridge Regression Quiz

Introduction

Data Cleaning

Feature Engineering

Outlier Removal

Model Building

Python Flask Server

Website or UI

Deploy machine learning model to production AWS

Data Analyst vs Data Engineer vs Data Scientist

Introduction

Data Collection

Data Cleaning

Feature Engineering

Training a Model

Flask Server

Build Website

Deployment & Exercise

Introduction

Why deep learning is becoming so popular?

What is a neuron?

What is a Neural Network

Install tensorflow 2.0

Pytorch vs Tensorflow vs Keras

Neural Network For Handwritten Digits Classification

Activation Functions

Derivatives

Derivatives Exercise

Matrix Basics

Matrix Basics Exercise

Loss or Cost Function

Loss or Cost Function Exercise

Gradient Descent For Neural Network

Implement Neural Network In Python

Stochastic Gradient Descent vs Batch Gradient Descent vs Mini Batch Gradient Descent

Stochastic Gradient Descent vs Batch Gradient Descent vs Mini Batch Gradient Descent Exercise

Chain Rule

Tensorboard Introduction

GPU bench-marking with image classification

GPU bench-marking with image classification Exercise

Customer churn prediction using ANN

Customer churn prediction using ANN Exercise

Precision, Recall, F1 score, True Positive

Handling imbalanced dataset in machine learning

Handling imbalanced dataset in machine learning Exercise

Applications of computer vision

Simple explanation of convolutional neural network

Image classification using CNN (CIFAR10 dataset)

Image classification using CNN (CIFAR10 dataset) Exercise

Convolution padding and stride

Data augmentation to address overfitting

Transfer Learning

Image classification vs Object detection vs Image Segmentation

Popular datasets for computer vision: ImageNet, Coco and Google Open images

Sliding Window Object Detection

What is YOLO algorithm?

Object detection using YOLO v4 and pre trained model

What is Recurrent Neural Network (RNN)?

Types of RNN | Recurrent Neural Network Types

Vanishing and exploding gradients

Simple Explanation of LSTM

Simple Explanation of GRU (Gated Recurrent Units)

Bidirectional RNN

Converting words to numbers, Word Embeddings

Word embedding using keras embedding layer

What is Word2Vec?

Implement word2vec in gensim

Distributed Training On NVIDIA DGX Station A100

Tensorflow Input Pipeline

Tensorflow Input Pipeline Exercise

Optimize Tensorflow Pipeline Performance: prefetch & cache