Artificial Intelligence Syllabus

my Syllabus to learn AI from scratch

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topics

1. Programming
   1. Python
   2. Algorithms
   3. Data Structures *
   4. DBMS
   5. Automata Theory
2. Math
   1. Linear Algebra
   2. Calculus
   3. Statistics
   4. Probability Theory
3. Data Handling
   1. Data Scrapping (Selenium / BeautifulSoup)
   2. Data Bases
   3. ETL
4. Data Science
   1. Data Analysis
   2. Machine Learning
      1. Rule based approach
      2. Statistical Models (Shallow Learning) 3. Deep Learning (Neural Networks)
   3. Use Cases and Algos
      1. Statistical Analysis
         1. Image Processing / Computer Vison
      2. Natural Language Processing
      3. Voice Processing
      4. Time Series
      5. Dimensionality Reduction
5. Tools
   1. NumPy
   2. Pandas
   3. MatPlotLib
   4. Scikit-Learn
   5. TensorFlow
   6. Keras

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Credits

Thanks for all the brains that went into creating the tech and teaching it. We owe U a big Thank U

• Naga Sai Manoj
• Siraj Raval
• 3blue1brown
• The New Boston
• HackerRank
• Ravindrababu Ravula
• Khan Academy
• Analyticsvidhya
• Jason Brownlee
• otexts
• Geeks For Geeks
• Guru 99
• Quora
• Whatis.Techtarget.com

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* full disclaimer : some of these links might change and the creators might take down their content too if thats the case, please do let me know