Five recommended books on machine learning and deep learning

Understanding Machine Learning: From Theory to Algorithms:

  1. https://www.amazon.com/gp/product/1107057132/ref=as_li_qf_sp_asin_il_tl?ie=UTF8&tag=machinelear0a-20&camp=1789&creative=9325&linkCode=as2&creativeASIN=1107057132&linkId=1d970c471617832bfa7f865d4df067ce

Deep learning:

  1. https://www.amazon.com/gp/product/0262035618/ref=as_li_qf_sp_asin_il_tl?ie=UTF8&tag=machinelear0a-20&camp=1789&creative=9325&linkCode=as2&creativeASIN=0262035618&linkId=f1b75661b7da3229c5d71073a720ccc9
  2. http://www.deeplearningbook.org/

The Elements of Statistical Learning:

  1. https://www.amazon.com/gp/product/0387848576/ref=as_li_tl?ie=UTF8&tag=machinelear0a-20&camp=1789&creative=9325&linkCode=as2&creativeASIN=0387848576&linkId=9af65bf1ae410c0bdf3e4e8b95846c65

Pattern Recognition and Machine Learning:

  1. https://www.amazon.com/gp/product/0387310738/ref=as_li_tl?ie=UTF8&tag=machinelear0a-20&camp=1789&creative=9325&linkCode=as2&creativeASIN=0387310738&linkId=e6a3a5ff7bbf35b27059187a657247a7
  2. http://users.isr.ist.utl.pt/~wurmd/Livros/school/Bishop%20-%20Pattern%20Recognition%20And%20Machine%20Learning%20-%20Springer%20%202006.pdf

Pattern classification:

  1. https://www.amazon.com/gp/product/0471056693/ref=as_li_tl?ie=UTF8&tag=machinelear0a-20&camp=1789&creative=9325&linkCode=as2&creativeASIN=0471056693&linkId=bed9cb5e31ef7f89d41c614fd05d2faf
  2. http://cns-classes.bu.edu/cn550/Readings/duda-etal-00.pdf
  3. https://www.amazon.com/gp/product/0471703508/ref=as_li_tl?ie=UTF8&tag=machinelear0a-20&camp=1789&creative=9325&linkCode=as2&creativeASIN=0471703508&linkId=a45a67e77e9cd81f875c6c9e0e50abb2

More books:

  1. https://www.amazon.com/Pattern-Recognition-Learning-Information-Statistics/dp/0387310738/ref=pd_bxgy_14_img_2?_encoding=UTF8&pd_rd_i=0387310738&pd_rd_r=2c7fb273-6b4d-11e8-8b4e-81248bc33edb&pd_rd_w=U5ExQ&pd_rd_wg=m7YDs&pf_rd_i=desktop-dp-sims&pf_rd_m=ATVPDKIKX0DER&pf_rd_p=3914568618330124508&pf_rd_r=5CG371FAJJ2VWF4T525J&pf_rd_s=desktop-dp-sims&pf_rd_t=40701&psc=1&refRID=5CG371FAJJ2VWF4T525J
  2. https://www.amazon.com/Deep-Learning-Adaptive-Computation-Machine/dp/0262035618/ref=pd_bxgy_14_img_3?_encoding=UTF8&pd_rd_i=0262035618&pd_rd_r=2c7fb273-6b4d-11e8-8b4e-81248bc33edb&pd_rd_w=U5ExQ&pd_rd_wg=m7YDs&pf_rd_i=desktop-dp-sims&pf_rd_m=ATVPDKIKX0DER&pf_rd_p=3914568618330124508&pf_rd_r=5CG371FAJJ2VWF4T525J&pf_rd_s=desktop-dp-sims&pf_rd_t=40701&psc=1&refRID=5CG371FAJJ2VWF4T525J
  3. https://www.amazon.com/Machine-Learning-Probabilistic-Perspective-Computation/dp/B0727MS189/ref=sr_1_11?s=books&ie=UTF8&qid=1528484032&sr=1-11&keywords=Machine+Learning%3A+A+Probabilistic+Perspective
  4. https://www.amazon.com/Machine-Learning-Probabilistic-Perspective-Computation/dp/0262018020/ref=sr_1_1?s=books&ie=UTF8&qid=1528484032&sr=1-1&keywords=Machine+Learning%3A+A+Probabilistic+Perspective

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