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Artificial Intelligence
AI Mastery Training Program
AI Mastery Training Program
Curriculum
10 Sections
71 Lessons
12 Weeks
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Fundamentals of Artificial Intelligence
5
1.1
Introduction to AI
10 Minutes
1.2
History of AI
9 Minutes
1.3
Different types of AI
7 Minutes
1.4
AI Applications
7 Minutes
1.5
Mastery: Quiz1
3 Minutes
10 Questions
Machine Learning
7
2.1
Programming Languages for AI
8 Minutes
2.2
Machine Learning
9 Minutes
2.3
Types of Machine Learning
10 Minutes
2.4
Machine Learning Algorithms
6 Minutes
2.5
Machine Learning Process
10 Minutes
2.6
Types of Problems using Machine Learning
7 Minutes
2.7
Mastery: Quiz2
5 Minutes
14 Questions
Linear Regression
5
3.1
Linear Regression
12 Minutes
3.2
Linear Regression Demo
12 Minutes
3.3
Logistic Regression
11 Minutes
3.4
Logistic Regression Demo
12 Minutes
3.5
Mastery: Quiz3
3 Minutes
9 Questions
Decision Tree
7
4.1
Decision Tree
20 Minutes
4.2
Decision Tree Demo
11 Minutes
4.3
Random Forest
12 Minutes
4.4
Random Forest Demo
8 Minutes
4.5
Naïve Bayes
9 Minutes
4.6
Naïve Bayes Demo
9 Minutes
4.7
Mastery: Quiz4
9 Questions
K-Means
8
5.1
K Nearest Neighbor
9 Minutes
5.2
K Nearest Neighbor Demo
13 Minutes
5.3
Support Vector Machine
8 Minutes
5.4
Support Vector Machine Demo
17 Minutes
5.5
Mastery: Quiz5
9 Questions
5.6
K-Means Clustering
11 Minutes
5.7
K-Means Clustering Demo
13 Minutes
5.8
Mastery: Quiz6
3 Minutes
8 Questions
Reinforcement Learning
5
6.1
Reinforcement Learning
16 Minutes
6.2
Q-Learning
22 Minutes
6.3
Q-Learning Demo
6.4
Q-Learning Demo
7 Minutes
6.5
Mastery: Quiz7
3 Minutes
10 Questions
Deep Learning
7
7.1
Introduction of Deep Learning
10 Minutes
7.2
Artificial Neural Networks
8 Minutes
7.3
Perceptron Example
8 Minutes
7.4
Multi-layer Perceptron
16 Minutes
7.5
Recurrent Neural Network
7 Minutes
7.6
Convolutional Neural Network (CNN)
5 Minutes
7.7
Mastery: Quiz8
5 Minutes
18 Questions
Tenser Flow
15
8.1
Tensorflow
8 Minutes
8.2
TensorFlow (cont.)
8 Minutes
8.3
Activation Functions
6 Minutes
8.4
Activation Functions Demo
11 Minutes
8.5
Handwritten Digits Example
6 Minutes
8.6
Hand written Digits Demo
9 Minutes
8.7
Hand written Digits Demo (cont.)
5 Minutes
8.8
Loss or Cost Function
9 Minutes
8.9
Loss or Cost Function Demo
9 Minutes
8.10
Gradient Descent
15 Minutes
8.11
Gradient Descent Demo
10 Minutes
8.12
Stochastic Gradient Descent
8 Minutes
8.13
Tensor Board
9 Minutes
8.14
Mastery: Quiz9
5 Minutes
13 Questions
8.15
Stochastic Gradient Descent Demo
10 Minutes
Convolutional Neural Network
6
9.1
Convolutional Neural Network Detailed
16 Minutes
9.2
Convolutional Neural Network Demo
13 Minutes
9.3
Recurrent Neural Network Detailed
8 Minutes
9.4
Vanishing and Exploding Gradient
7 Minutes
9.5
Explanation for LSTMs
10 Minutes
9.6
Mastery: Quiz10
5 Minutes
18 Questions
Word Embeddings
17
10.1
Word Embeddings
11 Minutes
10.2
Word Embeddings Demo
9 Minutes
10.3
Word2Vec
11 Minutes
10.4
Tensorflow Input Pipeline
9 Minutes
10.5
Tensorflow Input Pipeline Demo
9 Minutes
10.6
BERT
6 Minutes
10.7
Chatbots
8 Minutes
10.8
NLP and NLP Pipeline
14 Minutes
10.9
Tokenization in Spacy
10 Minutes
10.10
Language Processing Pipeline in Spacy
10 Minutes
10.11
Stemming and Lemmatization
10 Minutes
10.12
Parts of Speech
5 Minutes
10.13
Name Entity Recognition
4 Minutes
10.14
Bag Of Words
14 Minutes
10.15
Chatbot Demo
11 Minutes
10.16
Wrap Up
2 Minutes
10.17
Mastery: Quiz11
10 Minutes
22 Questions
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