[PacktPub] Probability / Statistics – The Foundations Of Machine Learning [Video] (CourseClub)

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[PacktPub] Probability / Statistics – The Foundations Of Machine Learning [Video] (CourseClub) (Size: 7.9 GB)
  00001 Introduction.mp4 94.9 MB
  00002 Code_Environment_Setup_and_Python_Crash_Course.mp4 321 MB
  00003 Getting_Started_with_Code_-_Feel_of_Data.mp4 213.9 MB
  00004 Foundations_Data_Types_and_Representing_Data.mp4 371.1 MB
  00005 Practical_Note_-_One-Hot_Vector_Encoding.mp4 84.1 MB
  00006 Exploring_Data_Types_in_Code.mp4 231.1 MB
  00007 Central_Tendency_Mean_Median_and_Mode.mp4 858.5 MB
  00008 Dispersion_and_Spread_in_Data_Variance_Standard_Deviation.mp4 92.6 MB
  00009 Dispersion_Exploration_Through_Code.mp4 196.6 MB
  00010 Introduction_to_Uncertainty_Probability_Intuition.mp4 135.1 MB
  00011 Simulating_Coin_Flips_for_Probability.mp4 300.8 MB
  00012 Conditional_Probability_the_Most_Important_Concept_in_Stats.mp4 290.7 MB
  00013 Applying_Conditional_Probability_-_Bayes_Rule.mp4 136.8 MB
  00014 Application_of_Bayes_Rule_in_the_Real_World_-_Spam_Detection.mp4 138.4 MB
  00015 Spam_Detection_-_Implementation_Issues.mp4 723.7 MB
  00016 Rules_for_Counting_Mostly_Optional.mp4 195.9 MB
  00017 Quantifying_Events_-_Random_Variables.mp4 111.3 MB
  00018 Two_Random_Variables_-_Joint_Probabilities.mp4 188.9 MB
  00019 Distributions_-_Rationale_and_Importance.mp4 252.1 MB
  00020 Discrete_Distributions_Through_Code.mp4 77.4 MB
  00021 Continuous_Distributions_with_the_Help_of_an_Example.mp4 193.2 MB
  00022 Continuous_Distributions_Code.mp4 78.6 MB
  00023 Case_Study_-_Sleep_Analysis_Structure_and_Code.mp4 1 GB
  00024 Visualizing_Joint_Distributions_-_The_Road_to_ML_Success.mp4 206.3 MB
  00025 Dependence_and_Variance_of_Two_Random_Variables.mp4 190.5 MB
  00026 Expected_Values_-_Decision_Making_Through_Probabilities.mp4 63.3 MB
  00027 Entropy_-_The_Most_Important_Application_of_Expected_Values.mp4 242 MB
  00028 Applying_Entropy_-_Coding_Decision_Trees_for_Machine_Learning.mp4 547.5 MB
  00029 Foundations_of_Bayesian_Inference.mp4 106.7 MB
  00030 Bayesian_Inference_Code_Through_PyMC3.mp4 314.8 MB
  Probability-Statistics---The-Foundations-of-Machine-Learning-main.zip 55.2 MB
  [CourseClub.Me].url 102.4 B
  [GigaCourse.Com].url 0 B
  ▲ 35 total files

Description


[PacktPub] Probability / Statistics – The Foundations Of Machine Learning [Video]

The objective of this course is to give you a solid foundation needed to excel in all areas of computer science—specifically data science and machine learning. The issue is that most of the probability and statistics courses are too theory-oriented.

Author(s): Dr. Mohammad Nauman
Language: English
Released: June 2022
Videos Duration: 6h 34m


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