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دسته بندی دوره ها

Unleashing the Power of AI

سرفصل های دوره

A Step-by-Step Guide to Building Your Own Intelligent System


1 - Why Everyone should learn AI
  • 1 - Welcome to Unleashing the Power of AI.html
  • 2 - Introduction
  • 3 - How-to-Install-and-Download-Anaconda-Distribution-Python-on-MAC-Tutorial-2023
  • 3 - Installing Anaconda on Windows or Mac computers.html
  • 3 - Install-Anaconda-Distribution-on-Windows-2022

  • 2 - Fundamentals of Reinforcement Learning
  • 4 - Reinforcement Learning RL.html
  • 5 - Reinforcement Learning RL Video
  • 6 - The Plan video
  • 7 - Understanding The Bellman Equation.html
  • 8 - Understanding The Bellman Equation Video
  • 9 - Breaking down the Markov Decision Process.html
  • 10 - Markov Decision Process Video
  • 11 - Understanding the difference between Policy vs Plan in the context of RL.html
  • 12 - Policy vs Plan
  • 13 - Reinforcement Learning Living Penalty and Reward.html
  • 14 - Living Penalty and Reward Video
  • 15 - An introduction to QLearning reinforcement learning.html
  • 16 - QLearning reinforcement learning Video
  • 17 - Simple Reinforcement Learning Temporal Difference Learning.html
  • 18 - Temporal Difference Learning Video

  • 3 - Visualization
  • 19 - Plan
  • 20 - QLearning Visualization.html
  • 21 - QLearning Visualization Video
  • 22 - Using Reinforcement Learning to solve Gridworld.html
  • 23 - Video Using Reinforcement Learning to solve Gridworld

  • 4 - Deep Qlearning Intuition
  • 24 - Deep QLearning Intuition Learning.html
  • 25 - Video Deep QLearning Intuition Learning
  • 26 - Deep QLearning Intuition Acting.html
  • 27 - Video Deep QLearning Intuition Acting
  • 28 - Experience Replay.html
  • 29 - Experience Replay Video

  • 5 - Using Qlearning Intuition
  • 30 - Action Selection Policies.html
  • 31 - Self Driving Car Build Step 1.html
  • 32 - Self Driving Car Build Step 2.html
  • 33 - Self Driving Car Build Step 3.html
  • 34 - Self Driving Car Build Step 4.html
  • 35 - Self Driving Car Build Step 5.html
  • 36 - Self Driving Car Build Step 6.html
  • 37 - Self Driving Car Build Code.html

  • 6 - Deep Convolutional QLearning
  • 38 - Deep Convolutional QLearning Intuition.html
  • 39 - Intuitive Deep Learning Part 2 CNNs for Computer Vision.html
  • 40 - Intuitive Deep Learning Part 3 RNNs for Natural Language Processing.html
  • 41 - Build your first Convolutional Neural Network to recognize images.html
  • 42 - Building a Web Application to Deploy Machine Learning Models.html
  • 43 - Investigating Recurrence and Eligibility Traces in Deep QNetworks.html

  • 7 - Automating Doom with Deep QLearning An Implementation in Tensorflow
  • 44 - Doom.html
  • 45 - Doom Code.html

  • 8 - A3C
  • 46 - The three As.html
  • 47 - ActorCritic.html
  • 48 - Asynchronous.html
  • 49 - Advantage.html
  • 50 - LSTM Layer.html

  • 9 - A3c Implementation
  • 51 - Getting Started With OpenAI Gym The Basic Building Blocks.html
  • 52 - Getting Started With OpenAI Gym Creating Custom Gym Environments.html
  • 53 - Breakout Code.html

  • 10 - A3C Vizualzation
  • 54 - AI Plays Breakout
  • 55 - A3C Visualization

  • 11 - Artificial neutral network
  • 56 - What is Deep learning.html
  • 57 - Neuron Network.html
  • 58 - The math of neural networks in 3 equations.html
  • 59 - Activation of neural network.html
  • 60 - Gradient Descent.html
  • 61 - Backpropagation.html
  • 62 - Backpropagation algorithm works.html
  • 63 - Backpropagation Training.html
  • 64 - Artificial Neural Networks Part 1
  • 65 - Artificial Neural Networks Part 2
  • 66 - Artificial Neural Networks Part 3

  • 12 - Convolutional Neural Networks for Beginners using Keras TensorFlow 2
  • 67 - Introduction to convolutional neural networks.html
  • 68 - Convolutional neural network.html
  • 69 - Convolution Operation.html
  • 70 - Step 1B The Rectified Linear Unit RELU.html
  • 71 - Max Pooling.html
  • 72 - Flattening.html
  • 73 - Full connection.html
  • 74 - Summary.html
  • 75 - Softmax CrossEntropy.html
  • 76 - Convolutional Neural Networks part 1
  • 77 - Convolutional Neural Networks part 2
  • 78 - Convolutional Neural Networks part 3

  • 13 - Additional content Q Learning
  • 79 - Q Learning Part 1.html
  • 80 - Q Learning Part II.html
  • 81 - Q Learning Part III.html
  • 82 - Q Learning Hands on.html
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    تاریخ انتشار: 8 فروردین 1402
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