#18 of 36
ilyes_bert
Level 4 · Proficient · Title: Statistician
2,940 XP
2,060 XP to the next level
Completed branches
36/ 228
Mastered sub-branches
125/ 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.
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- 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 learningStatistician9/12
- 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 (Available)
- Distribution shift (Available)
- Calibration & uncertainty (Locked)
Milestone 1 · mandatory projects
- Statistical engine in pure NumPy (Locked)
- Tiers N3 to N13 · still locked
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