Live Online Style Video +Live Instructor + Official Course-Book + Hands-on Labs


  1. 6 months access to videos.
  2. Access via Laptop, Tab, Mobile, and Smart TV.
  3. Certificate of Completion.
  4. Official Course-Book
  5. Hands-on labs
  6. 20+ Tests Questions (Qubits)

We do not have video for this course. It will take 48 hours to deliver.

You can also purchase an annual plan for USD 999. For one year, all Flexi Videos will be free for you. Buy Annual Plan

Flexi Video

USD 199

Official Course-Book Instructor Hand-outs



USD 59


USD 199

100% Refund for Flexi Video (Course-Book is non-refundable) if user is not satisfied with the Video and seeks refund within 7 days of purchase.

Download Course Contents
Module 1: Introduction to Data Science
  • Basics of Data Science
  • What and why Data Science
  • Terminology
  • Basics of Machine Learning
  • What and why Machine Learning
  • Applications of Machine Learning
  • Types of Machine Learning
  • Main Challenges of Machine Learning
  • Installation of Anaconda Python Distribution (contd.)
  • Decision Control statements
  • Data Types with Python
  • Operators & Functions
  • Introduction to Scikit Learn
  • Features of Scikit-Learn
  • Arrays.ipynb
  • Array Reshaping
  • Maths Functions
  • Key Components
  • Accessing subset of data - rows, columns, filters
  • Introduction to SciPy
  • SciPy Sub Package
  • SciPy Sub Package - Statistics and IO
  • Plotting Histogram
  • Bar Chart
  • Pie Chart
  • SubPlot
  • Numerical Data Plotting
  • Line Plot
  • Categorical Data Plotting
  • Regression Plots
  • Vectors (2D,3D)
  • Dot Product
  • Hyperplane
  • Square, Rectangle
  • Data types and its measures
  • Random Variables,its application with variables
  • Probability-Application with examples
  • Probability distribution with examples
  • Sampling Funnel-why And how
  • MEASURE OF CENTRAL TENDENCY ( Mean, median, mode )
  • Measures of dispersion ( Variance,Standard Deviation,Range-its derivation )
  • Is your data clean?
  • What is Data Pre processing ?
  • Handling Missing data
  • Handling Categorical data
  • Data cleaning techniques
  • Outliers
  • Linear Discriminant Analysis LDA
  • Principal Component Analysis PCA
  • Introduction
  • 2D Scatter-plot
  • 3D Scatter-plot
  • Univariate, Bivariate and Multivariate
  • Histogram
  • Box-plot
  • Variance, Standard Deviation
  • Introduction
  • Need for Feature Engineering in Machine Learning
  • Steps in Feature Engineering
  • Feature Engineering Techniques
  • Filter
  • Feature Shuffling
  • Feature Importance
  • Confusion Matrix
  • ROC Curve
  • Cross Validation in Machine Learning
  • K fold Cross Validation & Grid search
  • Linear Regression - Mathematical Intuition
  • Programming of Linear Regression in Python-scikit learn
  • Multiple Linear Regression
  • Multiple Linear Regression - Mathematical Intuition
  • Polynomial Regression
  • Support Vector Machines
  • Difference between regression and classification
  • Various Algorithms in Classification
  • Logistic Regression
  • Naive Bayes
  • Ensemble Techniques
  • Unsupervised Learning
  • Types of Unsupervised Learning
  • Applications of Unsupervised Learning
  • Introduction to Clustering Algorithms
  • Types of Clustering Algorithms
  • What is K-Means Clustering?
  • Implementation of K-Means Clustering
  • Improving Models
  • What is Association Rule Mining?
  • Algorithms in Association Rule Mining
  • Implementation of Apriori in Python
  • Natural Language
  • Text Tokenization

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You will be provided access to LET ( Learning Enhancement Tool), where you will get the links to access all your purchases.
Flexi video for the new version will be provided free of cost.
6 months from the date of delivery.
Yes, contact us for corporate packages.
Yes, Course-Book and Lab are not included in the annual plan. All Flexi videos are included.
It is only for one user.
Videos can only be streamed and not downloaded.
We do not track the pass rate of Flexi students. However, we trust it will be lower than for Live Online.
Presently, Flexi is only available in English.
It’s a unique subscription plan where customers can avail unlimited Flexi courses within a year.
The subscription plan is valid for 1 year from the date of purchase.
No, this is limited to one user and its non-transferable.

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