Association of Data Scientists (ADaSci) is providing a video series on the topics of the Chartered Data Scientist (CDS) exam curriculum. Through these videos, ADaSci aims to help the candidates who are going to appear in the CDS exam. These videos will be helpful in making a strong foundation for the preparation of the CDS Exam.
Although these videos aim to help the CDS aspirants, the other learners can also find these videos useful as these cover the important concepts that are required in the field of data science. The CDS exam curriculum covers not only the topics to pass an exam but it consists of the skills that are most important to have by any prospective data science professional.
This video series is divided among the sections and then further divided among major concepts in the sections. So here, the series starts with the first section as given below.
Video-1: Counting Techniques and Probability Theory
(Topics: Basic Counting Techniques, Permutation and Combination, Significance of Probability Theory in Data Science, What is Probability? Events and Sample Space, What are Randon Variables, Joint Probability, Conditional Probability, Baye’s Theorem, Bayesian Network)
Video-2: Probability Distributions and Useful Terms in Statistics
(Topics: Probability Distributions, Types of Probability Distributions, Continuous Probability Distributions, Normal Distributions, Useful Terms in Statistics)
Video-3: Statistical Tests
(Topics: Confidence Intervals, p-Value, Hypothesis Testing, z-Test, t-Test, Chi-Squared Test, ANOVA, Various Statistical Tests, Correlation, Covariance)
Video-4: Advanced Statistics
(Topics: Base Rate Fallacy, Central Limit Theorem, Frequentist Significance Test, Maximum Likelihood Estimate)
Video-5: Linear Algebra
(Topics: Scalars, Vectors, Matrices, Tensors, Multiplying Vectors, Multiplying Matrices, Eigen Decomposition, Singular Value Decomposition)