সমাধান (Solutions) — সূচি

প্রতিটি অধ্যায়ের পূর্ণ worked solution নিচে part অনুযায়ী সাজানো:

Part 0

• 0.1 · Sets Functions Logic Solutions
• 0.2 · Combinatorics Counting Solutions
• 0.3 · Calculus 1 Derivatives Solutions
• 0.4 · Calculus 2 Integration Solutions
• 0.5 · Linear Algebra Solutions
• 0.6 · Python Onramp Solutions

Part I

• 1.1 · Data Types Populations Samples Solutions
• 1.2 · Location Variability Solutions
• 1.3 · Distributions Visualization Solutions
• 1.4 · Correlation Bivariate Solutions
• 1.5 · Eda Workflow Casestudy Solutions

Part II

• 2.1 · Sample Spaces Axioms Solutions
• 2.2 · Conditional Independence Bayes Solutions
• 2.3 · Random Variables Discrete Solutions
• 2.4 · Continuous Distributions Solutions
• 2.5 · Expectation Variance Moments Solutions
• 2.6 · Joint Distributions Covariance Solutions
• 2.7 · Transformations Order Statistics Solutions

Part III

• 3.1 · Probability Inequalities Solutions
• 3.2 · Types Of Convergence Solutions
• 3.3 · Law Of Large Numbers Solutions
• 3.4 · Central Limit Theorem Solutions
• 3.5 · Random Processes Solutions
• 3.6 · Markov Chains Mcmc Solutions

Part IV

• 4.1 · Inference Sampling Distributions Solutions
• 4.2 · Method Of Moments Solutions
• 4.3 · Maximum Likelihood Estimation Solutions
• 4.4 · Properties Of Estimators Solutions
• 4.5 · Sufficiency Fisher Crlb Solutions
• 4.6 · Confidence Intervals Solutions
• 4.7 · Hypothesis Testing Solutions
• 4.8 · Likelihood Ratio Wald Score Gof Solutions
• 4.9 · Bootstrap Jackknife Resampling Solutions
• 4.10 · Bayesian Inference Solutions

Part V

• 5.1 · Linear Regression Solutions
• 5.2 · Regression Diagnostics Solutions
• 5.3 · Anova Solutions
• 5.4 · Logistic Regression Solutions
• 5.5 · Poisson Regression Solutions
• 5.6 · Mixed Effects Solutions
• 5.7 · Nonparametric Regression Solutions
• 5.8 · Cross Validation Solutions
• 5.9 · Multivariate Pca Clustering Solutions

Part VI

• 6.1 · Learning Theory Solutions
• 6.2 · Regularization Solutions
• 6.3 · Classification Lda Qda Nb Knn Solutions
• 6.4 · Svm Kernel Methods Solutions
• 6.5 · Trees Bagging Random Forests Solutions
• 0.01 · >0.794, 0.05->0.833, 0.1->0.850, 0.5->0.844, 1.0->0.878
• 6.7 · Em Gmm Solutions
• 6.8 · Nonlinear Dimreduction Solutions
• 6.9 · Anomaly Semisup Online Solutions

Part VII

• 7.1 · Why Measure Theory Solutions
• 7.2 · Sigma Algebra Measure Extension Solutions
• 7.3 · Measurable Maps Random Variables Solutions
• 7.4 · Lebesgue Integral Convergence Solutions
• 7.5 · Lp Spaces Hilbert Radon Nikodym Solutions
• 7.6 · Independence Zero One Slln Solutions
• 7.7 · Conditional Expectation Solutions
• 7.8 · Martingales Solutions
• 7.9 · Martingale Convergence Solutions
• 7.10 · Characteristic Functions Clt Solutions

Part VIII

• 8.1 · End To End Project Solutions
• 8.2 · Simulation Study Solutions
• 8.3 · Paper Reproduction Solutions
• 8.4 · Where Next Solutions