Machine Learning with Python For Beginners

ML python
13
Mar
Free

Duration:

3 days or 24 hours

Pre-Requisites:

  • Laptops/PC with minimum I3 or relevant configuration with windows.
  • Basic computer hacks, familiarization with Command prompts and scripts.
  • Pinch of Creativity.
  • Patience.

Detailed Coverage:

  1.  AI Basic
    • What/Why is Artificial Intelligence?
    • What is Machine learning & Computer Vision?
    • Getting Started!
    • Setting up Environment
  2. Ubuntu Python
    • Getting started with python programming language.
    • Basic IO & Data types in python
    • Language Components (if, for, while, case)
    • Collections (Lists, Tuples, Sets, Dictionaries, Sorting Dictionaries, Copying Collections)
    • Functions & Exceptions
  3. Image Basics
    • Loading, Displaying and saving Images.
    • Drawing Operations.
    • Image Basic operations
      • Translation, Rotation, Resizing, Flipping, Cropping
    • Image Arithmetic
  4. Image Intermediate
    • Bitwise Operations
    • Masking
    • Kernals
    • Morphological Operations
      • Smoothing & Blurring
    • Thresholding
    • Edge Detection
    • Contours
      • Finding & Drawing Contours
      • Contour Properties
  5. Image Descriptors
    • Image, Feature descriptors & Feature Vectors
    • Color Channel Statistics
      • Experiment – Identifying Similarities in images
    • Harlick Texture
      • Experiment – Classifying difference floorings.
  6. Machine Learning
    • Supervised Learning
      • Support Vector Machine
      • K-Nearest Neighbor
      • Examples with MNIST and CIFAR
      • A Frame work for custom ML Applications
  7. Machine Learning
    • Powerful supervised learning algorithms
      • Random Forest / Decision Trees
      • Linear Discriminative Analysis
    • Unsupervised Learning
      • K-Means Clustering
  8. Case Studies & Best Practice
    • Drowsiness Detection using face key points
    • Face Recognition
    • Hand Gesture Recognition system
    • Insights about Deep learning
    • Best practices

 

Enroll Now

Course Content

Time: 3 days

Curriculum is empty

Instructor

4.7

3 rating

5 stars
67%
4 stars
33%
3 stars
0%
2 stars
0%
1 star
0%
  • Sandhya

    Wow Learning

    It gave me a good idea regarding the packages provided as well as the understanding of how to navigate through them.
  • Sujitha

    True Enhancing Knowledge

    eAge has a huge amount of Python expertise and this course gave an excellent overview of key technology
  • Abdullah

    Great Course for Specific Programmer

    Working in Machine Learning for several years (but having no experience with Python), this course has made the transition to Python seamless and easy
Free

Customized, Immersive, Hands-On Driven

Includes

  • Real time virtual classes
  • Pre course reading material
  • Suppliment resources
  • Language: English
  • Certificate of completion

Enroll Now

Your Dream Course Is Only A Step Away





Your Dream Course Is Only A Step Away





Your Dream Course Is Only A Step Away