Deep Dive into Artificial Intelligence – The Master Program

سرفصل های دوره

Artificial Intelligence | Data Science with Python | Machine Learning | Deep Learning with Keras and TensorFlow

1. Lesson 1 Artificial Intelligence

1. Introduction to Artificial Intelligence

2.1 introduction to machine learning and deep learning.zip

2. Demo Introduction to Artificial Intelligence

3. Demo Model Evaluation

4. Demo Perceptron

2. Lesson 2 Data Science With Python

1. Overview of Data Science

2. Overview of Data Analytics

3.1 college-football.csv

3.2 exploratory data analysis.zip

3. Demo Overview of Data Analytics

4. Statistical Analysis and Business

5.1 scipy tutorial.zip

5. Demo Statistical Analysis and Business

6. Python Environment Setup and Essentials

7. Mathematical Computing with Python

8.1 mathematics.zip

8.2 mathematics.zip

8. Demo Mathematical Computing with Python

9. Scientific Computing with Python

10.1 scipy tutorial.zip

10. Demo Scientific Computing with Python

11. Data Manipulation with Pandas

12.1 data-manipulation.zip

12.2 loans-data.csv

12. Demo Data Manipulation with Pandas

13. Machine Learning with Scikit-Learn

14. Natural Language Procssing with Scikit Learn

15. Data Visualization in Python using Matplotlib

16. Web Scraping with BeautifulSoup

17. Python Integration with Hadoop MapReduce and Spark

3. Lesson 3 Machine Learning

1. Overview of Machine Learning

2. Data Preprocessing

3.1 data preprocessing.zip

3.2 housing-price.csv

3. Demo Data Preprocessing

4. Supervised Learning

5.1 housing-price-clean.csv

5.2 regression.zip

5. Demo Regression

6. Feature Engineering

7.1 feature_engineering.zip

7. Demo Feature Engineering

8. Supervised Learning Classification

9.1 classification.zip

9. Demo Classification

10. Unsupervised Learning

11. Time Series Modeling

12. Ensemble Learning

13. Recommender Systems

14. Text Mining

4. Lesson 4 Deep Learning With Keras and TensorFlow

1. Deep Learning with Keras and TensorFlow

2.1 deep learning introduction.zip

2.2 FuelConsumption.csv

2. Demo Introduction to Deep Learning

3. Convolution Network

4.1 convolution neural network.zip

4. Demo Convolutional Network

5. Recurrent Neural Network

6.1 DIS.csv

6.2 rnn.zip

6. Demo Recurrent Neural Network

7. Restricted Boltzmann Machine (RBM)

8. Autoencoders

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تولید کننده: Udemy-Training