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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تولید کننده: Udemy-Training