Course curriculum

  • 1

    Python Sessions

    • Introduction of Data Science

    • Live Python Session - 2

    • Python Live Session , Indexing, Slicing , If elif else Conditions, Nested Conditions

    • Live Sessions : List , For Loops , Break & Continue Statements, Nested Loops

    • Python Live : While Loops, Tuples, Sets & Dictionaries

    • Assignment Number 1 - Basics to Loops Questions

    • Live Sessions 8 January [ Functions, Lambda , Map , Reduce, Filter ]

    • Live Session 9 January File Operation, Try except , Finally Blocks (Exceptional Handling )

    • 15 January 2022, Live Sessions, List & Dictionaries Comprehensions , OOPS Concept [ Objects , Classes, Abstraction , Encapsulation, Inheritance]

    • All Python Notebook

  • 2

    Pandas Live Sessions

    • Introduction of pandas , CSV, TSV, HTML, JSON, Reading

    • Live Doubt Sessions 23 December 2022

    • Python Live sessions 29 January Pandas Data Manipulation

    • Live 30 JANUARY Full Numpy class
  • 3

    Visualization

    • Live Session 5 February Visualization through Pandas

    • Live Sesssion 6 February Visualization | Matplotlib & Seaborn
  • 4

    Live Test

    • Live Test 12 Febraury 2022
  • 5

    Python With Databases

    • Recording MySQL Installation

    • Live 13 February 2022 MySQL , Sqlite3 [ Connection Python To MySQL Workbench ]

  • 6

    Statistics

    • Live Statistics Class - 20 February 2022 [ Statistics, Types of Statistics, Data Types, Level of Measurements, Normal Distribution, Skewness , Types of Skewness ]

    • Live Statistics Class 27 February 2022 [ Population & Samples, Population & Samples Means , Standard Normal Distribution , Z-Score, Z- Statistics ]

    • Live Statistics Class 3 March 2022 [ Binomial Distribution , Poisson Distribution, Z - Test ]

    • Live Statistics Class 5 March 2022 [ T-test, Chi Square test, Anova Test ]
  • 7

    Doubt Sessions

    • Doubt Session- 1 [ MySql Installation Problem Fixed, Test Questions Doubt]

    • Doubt Session on Assignments
  • 8

    Flask API Live Sessions

    • 26 March 2022 Introduction of Flask , GET & POST Method, Application on Linear Regression

    • Live Deployment Class 27 March 2022 Machine Learning Application
  • 9

    Machine Learning Notebooks

    • Linear Regression Notebook ZIP with Application & Live session Notebooks

    • Logistic Regression Implementation Notebook

    • Decision Tree Implementation Notebook With example

    • Ensemble Techniques [ Bagging, Stacking & Boosting Techniques ]

    • Clustering Notebook
  • 10

    Machine Learning

    • Machine Learning- 13 March 2022 - Linear Regression Theory

    • 20 March 2022 - Live Session Practical Project Of Linear Regression

    • Machine Learning -- > Regularization Technique, Logistic Regression

    • Machine Learning 6 April 2022 --> Decision Tree [ Entropy , Gini Indexing ]

    • 9 April 2022 Live Python Pandas Test

    • 11 April 2022 , Live Practice Questions

    • 16 April 2022 Ensemble Techniques , Bagging & Stacking

    • 17 April 2022, Live Test Python

    • 23 April 2022 Live Adaptive Boosting & Gradient Boosting

    • 24 April 2022 Live Session on KNN , Naïve Bayes Algorithm

    • 30 April 2022 Live Session SVM --> SVC,SVR & Kernels, Unsupervised Machine Learning [ K - Mean ]

    • 1 May 2022 Live Session DBSCAN , Hierarchical Clustering & Python test

    • 8 May 2022 PCA & Kaggle Project

    • 18 June 2022 Live Session Project Doubt.
  • 11

    Deep Learning

    • 7 April 2022 Introduction of Deep Learning , Forward Propagation

    • Live Session Backpropagation [ Chain Rule ], Types of Activation Function [ Sigmoid , Tanh, Relu, LeakyRelu, Softmax ]

    • 29 May 2022 . Live Deep Learning Sessions [ Dropout Layer, Loss Functions & Optimizers ]

    • 25 June 2022 , Live ANN Implementation

    • 26 June 2022, Optimizers , Introduction of tensorflow 2.0

    • 3 July 2022 , CNN [ Convolution Neural Network ] Convolution Layer
  • 12

    Deep Learning Notebooks

    • Activation Function, Loss Functions , Optimizers

    • 25 June 2022, Live Implementation ANN [ Artificial Neural Network ]

    • 9 July 2022 Live CNN Implementation

    • 10 July 2022 Live Transfer Learning Techniques

    • 17 July 2022 CNN Test on Dog & Cat Classification

    • 23 July Live VGG 19 Transfer Learning Implementation

    • Live 31 July 2022, Resnet & Inception

    • 7 August 2022 Live Explanation of RCNN & FAST RCNN

    • 28 August 2022 Live Session Tensorflow Installation on Local

    • Live Training Custom Dataset On tensorflow

    • TFOD Setup in Colab

    • Yolo Installation & Custom Training On Colab

    • SSD Theory & Mask RCNN , Custom Training TFOD in Colab

    • 28-8-2022 Live Start Training on Custom Data