#16 of 36
rayan_py
Level 4 · Proficient · Title: Statistician
3,610 XP
1,390 XP to the next level
Completed branches
39/ 228
Mastered sub-branches
135/ 680
Milestone projects
0/ 15
Highest tier
N2Foundations of learning
Specialties
Still on the common trunk: specialties open from tier N6.
Their curriculum, tier by tier
A completed branch lights up in its family's colour. A branch is available once all its prerequisites, milestone projects included, are completed.
- Completed
- Available
- Locked
- N0Computing and PythonScripter15/15
- Python basics (Completed)
- Git (Completed)
- Linux / Shell (Completed)
- SQL (Completed)
- OOP (Completed)
- Iterators & generators (Completed)
- Typing (Completed)
- NumPy (Completed)
- Tests (Completed)
- Pandas / Polars (Completed)
- SciPy (Completed)
- Visualization (Completed)
- Profiling (Completed)
- Parallelism (Completed)
- GPU computing (Completed)
- N1Mathematics of AIAnalyst12/12
- Linear algebra (Completed)
- Calculus (Completed)
- Probability (Completed)
- Eigenvalues (Completed)
- Gradient, Jacobian, Hessian (Completed)
- Bayes (Completed)
- Information theory (Completed)
- Statistics (Completed)
- SVD & decompositions (Completed)
- Optimization (Completed)
- MLE / MAP (Completed)
- Gradient descent (Completed)
- N2Foundations of learningStatistician12/12
- Supervised learning (Completed)
- Unsupervised learning (Completed)
- Bias / Variance (Completed)
- Validation (Completed)
- Semi & weakly-supervised (Completed)
- Self-supervised (Completed)
- Online & active learning (Completed)
- Transfer & multi-task (Completed)
- Regularization (Completed)
- Metrics (Completed)
- Distribution shift (Completed)
- Calibration & uncertainty (Completed)
Milestone 1 · mandatory projects
- Statistical engine in pure NumPy (Available)
- Tiers N3 to N13 · still locked
Cohort leaderboard preview