যদি interview-এর আগে সময় কম থাকে, সব 132 topic equally পড়ার দরকার নেই।
প্রথম priority দিন:
Mean / Median / Variance
Probability
Conditional Probability
Bayes Theorem
Normal Distribution
CLT
Hypothesis Testing
p-value
Type I / Type II
T-test
ANOVA
Chi-square
Linear Regression
Logistic Regression
Bias / Variance
Overfitting
Data Leakage
Train / Validation / Test
Cross Validation
Decision Tree
Random Forest
XGBoost
Bagging vs Boosting
Regularization
Precision
Recall
F1
ROC-AUC
Class Imbalance
Feature Engineering
Feature Selection
SQL JOIN
GROUP BY
HAVING
CASE
Window Functions
PARTITION BY
RANK
LAG
Production Evaluation
A/B Testing
Drift
Model Monitoring
RL Basics
State / Action / Reward
Policy
Exploration vs Exploitation
Q-Learning
Tokenization
Transformer / Self-Attention
Embeddings
Prompting vs Fine-Tuning
Hallucination
RAG
LLM Evaluation
Latency / Cost / Safety