APLAB.ACADEMY · ГАЛЕРЕЯ ИНСТРУМЕНТОВ54 INSTRUMENTS · 3 CATEGORIES
§A · ИНСТРУМЕНТЫ
Работающие инструменты. Каждый — настоящая идея.
Каждая визуализация — настоящий, управляемый компонент. Откройте отдельно или вернитесь к уроку, где он используется.
FIG. 01CODE-EXECUTION
Python Code Executor
Interactive Python code execution environment
4 coursesоткрыть →
FIG. 02VISUALIZATION
Graph Plotter
Interactive plotting tool for visualizing data and relationships
3 coursesоткрыть →
FIG. 03VISUALIZATION
Flow Diagram
Interactive flow diagrams, timelines, and process visualizations
3 coursesоткрыть →
FIG. 04VISUALIZATION
Embedding Explorer
Comprehensive tool for exploring word embedding techniques
1 coursesоткрыть →
FIG. 05VISUALIZATION
Transformer Architecture Explorer
Comprehensive tool for exploring transformer architectures
3 coursesоткрыть →
FIG. 06VISUALIZATION
Tokenization Workbench
Comprehensive tool for exploring tokenization techniques
2 coursesоткрыть →
FIG. 07VISUALIZATION
RNN Architecture Explorer
Comprehensive tool for exploring RNN architectures
1 coursesоткрыть →
FIG. 08VISUALIZATION
Text Generation & Decoding Explorer
Comprehensive tool for exploring text generation methods
2 coursesоткрыть →
FIG. 09VISUALIZATION
Model Training & Parallelism Explorer
Comprehensive tool for exploring training strategies
1 coursesоткрыть →
FIG. 10VISUALIZATION
Optimization Techniques Explorer
Comprehensive tool for exploring optimization techniques
1 coursesоткрыть →
FIG. 11INTERACTIVE
AI Agents Explorer
Watch AI agents move, think, and communicate in real-time
1 coursesоткрыть →
FIG. 12VISUALIZATION
Live Attention Flow Visualizer
Production-grade visualization of transformer attention mechanisms
0 coursesоткрыть →
FIG. 13INTERACTIVE
Bias-Variance Tradeoff Explorer
Interactive visualization of bias-variance tradeoff
1 coursesоткрыть →
FIG. 14INTERACTIVE
ML Model Trainer
Train machine learning models interactively
1 coursesоткрыть →
FIG. 15VISUALIZATION
Decision Boundary Visualizer
2D visualization of classification decision boundaries
1 coursesоткрыть →
FIG. 16INTERACTIVE
DataFrame Explorer
Interactive data exploration with pandas-like interface
2 coursesоткрыть →
FIG. 17INTERACTIVE
Feature Engineering Workbench
Interactive feature transformation toolkit
1 coursesоткрыть →
FIG. 18INTERACTIVE
Model Evaluation Dashboard
Comprehensive model evaluation with metrics
1 coursesоткрыть →
FIG. 19VISUALIZATION
Gradient Descent Animator
Step-by-step visualization of gradient descent
1 coursesоткрыть →
FIG. 20VISUALIZATION
SVM Explorer
Visualize Support Vector Machines with margins and kernels
1 coursesоткрыть →
FIG. 21INTERACTIVE
Clustering Visualizer
Interactive K-Means, DBSCAN, and Hierarchical clustering
1 coursesоткрыть →
FIG. 22INTERACTIVE
Dimensionality Reducer
Compare PCA, t-SNE, and UMAP
1 coursesоткрыть →
FIG. 23INTERACTIVE
Anomaly Detector
Interactive anomaly detection methods
1 coursesоткрыть →
FIG. 24INTERACTIVE
Neural Network Visualizer
Visualize neural network architecture and training
1 coursesоткрыть →
FIG. 25INTERACTIVE
Deployment Simulator
Simulate ML model deployment with metrics
1 coursesоткрыть →
FIG. 26INTERACTIVE
Variable Tracker
Visual tracking of variable states and memory addresses
1 coursesоткрыть →
FIG. 27INTERACTIVE
Data Structure Visualizer
Interactive visualization of Python data structures
2 coursesоткрыть →
FIG. 28INTERACTIVE
Function Call Stack
Visualization of function call stack and scope
1 coursesоткрыть →
FIG. 29INTERACTIVE
Algorithm Stepper
Step-through execution of algorithms and code
1 coursesоткрыть →
FIG. 30INTERACTIVE
Function Explorer
Interactive function anatomy and execution visualizer
1 coursesоткрыть →
FIG. 31INTERACTIVE
Scope Visualizer
Interactive visualization of variable scope
1 coursesоткрыть →
FIG. 32INTERACTIVE
Memory Visualizer
Visual representation of memory layout
1 coursesоткрыть →
FIG. 33INTERACTIVE
Data Visualization Dashboard
Interactive dashboard with multiple chart types
1 coursesоткрыть →
FIG. 34INTERACTIVE
OOP Playground
Interactive playground for learning OOP concepts
1 coursesоткрыть →
FIG. 35INTERACTIVE
OOP Inheritance Tree
Interactive visualization of class inheritance
1 coursesоткрыть →
FIG. 36INTERACTIVE
Python Memory Explorer
Deep dive into Python memory management, object model, and CPython internals
1 coursesоткрыть →
FIG. 37VISUALIZATION
Variable Inspector
Visual inspection of variable states and values
0 coursesоткрыть →
FIG. 38INTERACTIVE
Confusion Matrix Visualizer
Interactive visualization of confusion matrix
2 coursesоткрыть →
FIG. 39INTERACTIVE
Tokenizer Bench
Same text, four tokenizers. Token chunks, costs, and a step-by-step BPE merge view.
1 coursesоткрыть →
FIG. 40VISUALIZATION
Probability Field
Conjugate-prior Bayesian updating: Beta–Bernoulli, Normal–Normal, and Monty Hall.
1 coursesоткрыть →
FIG. 41INTERACTIVE
RL Arena
8×8 gridworld with tabular Q-learning. Edit walls, lava, goal — train and watch the policy.
2 coursesоткрыть →
FIG. 42VISUALIZATION
Gradient Lab
2D classification with a hand-rolled MLP. Step through SGD, watch the decision boundary form.
2 coursesоткрыть →
FIG. 43VISUALIZATION
Attention Microscope
Inspect synthetic GPT-2-style attention layer by layer, head by head. Ablate heads, watch top-5 candidates shift.
2 coursesоткрыть →
FIG. 44VISUALIZATION
Semantic Field
Word embeddings in a navigable 2D space. Word arithmetic, gender axis, country/capital analogies.
1 coursesоткрыть →
FIG. 45VISUALIZATION
Decoding Studio
Greedy, top-k, top-p, beam — side by side on a synthetic logits distribution.
3 coursesоткрыть →
FIG. 46VISUALIZATION
Backprop Tracer
Small computational graph with forward + backward pass. Local derivatives, step-by-step.
2 coursesоткрыть →
FIG. 47VISUALIZATION
Overfitting Room
Polynomial fit + tiny MLP. Bias-variance, double-descent at the interpolation threshold.
2 coursesоткрыть →
FIG. 48INTERACTIVE
Conv Darkroom
3×3 kernel editor, live convolution on a canvas, feature-map ladder, occlusion-based attribution.
1 coursesоткрыть →
FIG. 49INTERACTIVE
Prompt Anatomy
Block-based prompt editor with synthetic ablation attribution. Watch each block earn its keep.
1 coursesоткрыть →
FIG. 50VISUALIZATION
Diffusion Studio
Forward noising on a 28×28 canvas + synthetic reverse trajectory. Schedule, sampler comparison.
1 coursesоткрыть →
FIG. 51VISUALIZATION
Loss Landscape Atlas
Click to drop a ball on five analytical loss surfaces. SGD / momentum / Adam / RMSProp trajectories.
2 coursesоткрыть →
FIG. 52VISUALIZATION
RAG Pipeline Window
TF-IDF retrieval over an 80-doc corpus + synthetic answer generation. Citation coloring, failure-mode presets.
2 coursesоткрыть →
FIG. 53VISUALIZATION
Multi-modal Explorer
CLIP-style image↔text alignment on 24 hand-curated demo items. Joint 2D space, typographic-attack demo.
1 coursesоткрыть →
FIG. 54VISUALIZATION
Activation Patching
Mech-interp heatmap of patching-induced logit shifts across layers and positions on five circuit tasks.
1 coursesоткрыть →