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Master ML Coding with Adaptive AI.
Master ML Coding across 30 patterns - ML Coding - guided by Leyaa's adaptive intelligence.
3Topics
30Patterns
10hEst. duration
ML Coding Course
3 topics
Deep Learning Coding
8 patterns
Evaluation Coding
14 patterns
Classical ML Coding
8 patterns
Curriculum
Everything You'll Learn
Explore every pattern in the course.
ML Coding
3 topics · 30 patterns01
Deep Learning Coding
8 patterns
Implement 2D Convolution Filter from ScratchImplement Batch Normalization - Forward and Backward PassImplement Dropout Layer - Training vs Inference ModesImplement Forward Pass and Backpropagation - NumPy OnlyImplement Mini-Batch SGD with Momentum and AdamImplement Positional Encoding - Sinusoidal and LearnedImplement Scaled Dot-Product Attention MechanismImplement Word2Vec - Skip-Gram, Negative Sampling
02
Evaluation Coding
14 patterns
Implement Confusion Matrix from PredictionsImplement Cosine Similarity and Euclidean DistanceImplement Cross-Validation - K-Fold, StratifiedImplement Data Augmentation - Flip, Crop, NormalizeImplement Early Stopping and Learning Rate SchedulerImplement Feature Scaling - Standardization, Min-Max, RobustImplement Gradient Checking - Numerical vs Analytical GradientsImplement IoU and Non-Max Suppression for Object DetectionImplement Mean Average Precision (mAP) for Object DetectionImplement NDCG for Ranking EvaluationImplement Precision, Recall, F1 from Confusion MatrixImplement ROC Curve and AUC from PredictionsImplement Softmax and Cross-Entropy LossImplement Train-Test Split with Stratification
03
Classical ML Coding
8 patterns
Implement Decision Tree - Information Gain, Recursive SplitImplement K-Means Clustering - Lloyd's Algorithm from ScratchImplement KNN Classifier - Brute Force and KD-TreeImplement Linear Regression - Gradient Descent from ScratchImplement Logistic Regression - Binary Cross-Entropy, SigmoidImplement Naive Bayes - Gaussian and MultinomialImplement PCA - Covariance Matrix, Eigenvectors, ProjectionImplement Random Forest - Bagging, Feature Sampling
Why LeyaaNot just a course. A learning intelligence.
Leyaa doesn't just deliver content - it understands where you are, what you need, and how to get you there fastest.
Adaptive Diagnostics
Leyaa identifies which of the 30 patterns you've mastered and which need work - before you waste time on what you already know.
Pattern-Level Precision
Every pattern gets a verdict - Learn, Practice, or Skip - so your study time goes exactly where it counts.
Intelligent Pacing
Leyaa reads your velocity across the whole course and adapts your focus list dynamically, keeping you in the optimal learning zone.
Before & After Visibility
Every assessment creates a snapshot. Retake anytime to see exactly how much you've grown - pattern by pattern.
Learner Autonomy
Leyaa recommends, never restricts. Override any suggestion and explore at your own pace - the system tracks everything regardless.
Clear Learning Path
A structured journey through 3 topics, where each one sets you up perfectly for the next.
ML Coding
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Start your diagnostic now. Build mastery across all 30 patterns in under 15 minutes.
30 Patterns
Personalized roadmap
