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Udemy - Artificial Intelligence with Python for Beginners
Udemy - Artificial Intelligence with Python for Beginners

In this course you'll not only learn Artificial Intelligence but also python from the basics,


Description

learning AI helps you to get job as a software engineer in those big companies.

many big companies are already working on AI such as google, ibm, apple, facebook, Microsoft,amazon,Volkswagen,Tesla,Phillips and many more.

more than 50 thousand plus AI jobs vacant due to shortage of talent.

You can also work on your own dream projects.

you'll get to download all the programs used in this course.

for more information, Check out the intro!

Who this course is for:
  • Beginner curious about Artificial Intelligence
  • IT Employees
  • Graduates
  • Degree Students

Course content

  • Introduction
    • Introduction
    • Setting Up
    • Overview
    • Mindset for learning artificial intelligence
    • What is Artificial intelligence
    • Applications of Artificial Intelligence
    • Installing packages for artificial Intelligence
    • Installing Python For Windows
    • Install PyCharm ( Python IDE ) on Windows 7 and onwards
    • General Problem Solver
    • First Python Program
    • First Machine Learning Program
    • Python program used in course
  • Basics of Python
    • Global and Local Variables
    • Data Types and type conversion
    • Identifiers
    • Python Operators
    • Date and Time
    • Pandas Basics
  • Tuple
    • Tuple
    • Tuple Methods and Operations
  • Dictionary
    • Python Directory and Files Management
  • List
    • Lists
  • Python Exceptions
    • Catching Specific Exceptions in Python Raising Exceptions and finally statements
    • Exceptions and Catching Exceptions in Python
    • Python Errors and Built-in Exceptions
    • Python Custom Exceptions
  • Inheritance
    • Multi Level Inheritance
    • Python Multiple Inheritance
  • Loops and Decision Making
    • Loop Control Statements
    • Python Decision Making
  • Class and Object
    • Python Class
    • Creating an Object in Python
  • Functions
    • Constructors in Python
    • Method Overridding and Method Overloading
  • Modules
    • Python Modules
  • Classification and Regression
    • Simple linear regression
    • supervised classification technique
    • Supervised versus unsupervised learning
    • Build a learning model
    • Label Encoding
    • logistic_regression
    • Feature Extraction
    • Chatbot using Artificial Intelligence
  • Ensemble Learning
    • Ensemble Learning
    • Ensemble Learning - D Building a Decision Tree classifier
  • Unsupervised Learning Detecting Patterns
    • Detecting Patterns with Unsupervised Learning
    • Clustering data with K-Means algorithm
    • Estimating the number of clusters with Mean Shift algorithm
    • Estimating the quality of clustering with silhouette scores
    • Segmenting the market based on shopping patterns
  • Object Detection and Tracking
    • Object detection and tracking using open cv
    • Installing Opencv
    • QR Code generator
    • Detecting edges of image using open cv
    • Detecting a bright spot using open cv
    • Histogram equalization for intensifying the image
    • Detecting corners using cv
    • Operating on images using OpenCV-Python
    • Face-Detect using image
    • Face Detection and Tracking
    • Eye Detection and Tracking
    • Frame Differencing
    • Multiple color object detection and tracking
    • Object Tracking using background Subtraction
    • Optical Flow Based Tracking
    • Image Difference with OpenCV and Python
  • Data visualization
    • Data Visualization and Representation
    • Data visualization - Drawing pie charts
    • Data Visualization - Plotting 3D scatter plots
    • Data Visualization - Heat maps
    • Data Visualization - Animating dynamic signals
    • Data Visulaization - Plotting histograms
  • Logic Programming
    • Logical Programming
    • Installing logpy and numpy
    • Installing Deap
    • Analyzing geography using Logical Programming
    • Building a puzzle solver using Logical Programming
  • Building A Speech Recognizer
    • Speech Recognizer Systems
    • Visualizing audio signals
    • Generating audio signals
    • Transcribe an Audio file to text
    • Convert Text to Audio File in python
  • Reinforcement Learning
    • Reinforcement Learning
    • Installing gym
    • Reinforcement learning versus supervised
    • Reinforcement learning - Creating an environment
    • Reinforcement learning-Building a learning agent
  • Game Programming
    • Installing Easy
    • Building a bot to play Tic-Tac-Toe
    • Building a bot to play Last Coin Standing
  • Bonus Lecture
    • Bonus Lecture


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