For sale by: Masum, 29 Dec 2025 09:09 am Location: Dhaka, Dhaka, Mohammadpur
Negotiable
1. Introduction to Statistics in ML
Role of statistics in Machine Learning
Types of data: qualitative vs quantitative
Descriptive vs inferential statistics
2. Descriptive Statistics
Measures of central tendency: mean, median, mode
Measures of dispersion: variance, standard deviation, range
Percentiles and quartiles
Visualization: histograms, box plots, scatter plots
3. Probability Theory
Random variables & probability distributions
Discrete vs continuous distributions
Common distributions: Bernoulli, Binomial, Poisson, Normal
Expectation, variance, and covariance
Conditional probability & Bayes’ theorem
4. Sampling & Estimation
Population vs sample
Sampling techniques
Point estimates & confidence intervals
Law of Large Numbers & Central Limit Theorem
5. Hypothesis Testing
Null and alternative hypotheses
Type I & Type II errors
t-test, z-test, chi-square test
p-values and significance levels
6. Correlation & Regression Basics
Correlation coefficient (Pearson & Spearman)
Simple linear regression (concept + interpretation)
Multiple regression intuition
Coefficient of determination (R²)
7. Advanced Topics in Applied Statistics
Maximum Likelihood Estimation (MLE)
Bayesian statistics basics
Bias-variance tradeoff
Statistical thinking for model evaluation
8. Practical Applications
Statistical analysis of ML datasets
Feature selection using statistical tests
Connecting statistical insights to ML model performance
Hands-on exercises using Python (NumPy, Pandas, SciPy)
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