Components of Data Science

Data Science Architecture

Skills needed to learn Python

NumPy and Pandas libraries

Python Basics

NumPy

Pandas

Matplotlib

Seaborn

Plotly

Basics of Probability

Marginal Probability

Bayes Theorem

Probability

Statistics

Normal Distribution

Sampling Distribution

Hypothesis

Central Limit Theorem

Tableau

Data Visualization

Data Science

Data Visualization

Power BI

Components of Power BI

Visual Analytics

Practical visualization walkthrough

IPL data analysis with Python

Visualising

Regression Analysis

Python

Statistics

Reinforcement learning

Machine learning

ANN

Tensorflow

Keras

Gradient

Backpropagation

Reinforcement Learning

States

Actions

State based mechanism in Reinforcement Learning

Perceptron

ANN

Gradient

Backpropagation

Activation Functions

Softmax Function

Computer Vision

CNN

Image processing

OpenCV with Python

TensorFlow

MNIST Dataset

Covid-19 Detection

Data Augmentation

Weight Initialization

Regularization

Image processing using Neural Networks

Image Classification

Case study problems

Object Detection Using OpenCV and Python Converting Images to Different Forms"

Image processing

OpenCV with Python

TensorFlow

MNIST Dataset

Covid-19 detection

Tokenization

Stemming

Lemmatization

Removing Stopwords

Modeling Techniques in NLP

Machine Learning and Logistic Regression

Sentiment Analysis

Functionalities of Textblob

Textblob Sentiment Analysis

U-Net

Semantic Segmentation

NLP Use-cases

NLP Project

Forecasting using Python

Exponential Smoothing

ARIMA

Time Series in R

Feature Selection

Linear Discriminant Analysis with Python

Flask

Model Deployment

Model Deployment

Heroku

Version Control

Containerising

Continuous Integration

Docker

Docker Best practices

Optimizing Docker Files

Docker

Docker Storage

Docker Network

Docker Compose

Docker

grafana

prometheus

Docker Monitoring

Docker

Docker swarm

Orchestration

AWS ECR

AWS ECS

Docker

grafana

prometheus

Docker Monitoring

Spring boot

Deployment

GitHub

Committing

Merging

Branches

Creating Pull Requests

R Commands

R Packages

R Functions

R Datatypes

Operators in R

RStudio

Time series analysis

Model forecast theory

Time Series Forecasting

Time Series Demo

OpenCV

Face Detection

Face Recognition

Deep Learning

OpenCV Operations

Face Detection demo

Face Detection

Face Recognition

Applications of Face Recognition

Face Detection using OpenCV using Python

Healthcare analytics