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APLAB.ACADEMY · ГАЛЕРЕЯ ИНСТРУМЕНТОВ64 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

Interactive plotting tool for visualizing data and relationships

3 coursesоткрыть →

FIG. 03VISUALIZATION

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. 12INTERACTIVE

ReAct Agent Trace

Step through a ReAct agent loop — Thought, Action, Observation feeding the next Thought — with a bad-observation toggle that self-corrects.

1 coursesоткрыть →

FIG. 13INTERACTIVE

Circuit Breaker

Poke a CLOSED/OPEN/HALF_OPEN circuit breaker: fail fast after N failures, cool down, then probe for recovery.

1 coursesоткрыть →

FIG. 14INTERACTIVE

Planning Search Tree

Watch BFS, DFS, and greedy search the same state tree — frontier, visited nodes, and the final path light up step by step.

1 coursesоткрыть →

FIG. 15VISUALIZATION

Attention Flow (Illustrative)

Stylised animation of how attention spreads across tokens. Weights are synthetic (randomized for demonstration), NOT from a real model — see the Attention Microscope for a real attention engine.

0 coursesоткрыть →

FIG. 16INTERACTIVE

Bias-Variance Tradeoff Explorer

Interactive visualization of bias-variance tradeoff

1 coursesоткрыть →

FIG. 17INTERACTIVE

ML Model Trainer

Train machine learning models interactively

1 coursesоткрыть →

FIG. 18VISUALIZATION

Decision Boundary Visualizer

2D visualization of classification decision boundaries

1 coursesоткрыть →

FIG. 19INTERACTIVE

DataFrame Explorer

Interactive data exploration with pandas-like interface

2 coursesоткрыть →

FIG. 20INTERACTIVE

Feature Engineering Workbench

Interactive feature transformation toolkit

1 coursesоткрыть →

FIG. 21INTERACTIVE

Model Evaluation Dashboard

Comprehensive model evaluation with metrics

1 coursesоткрыть →

FIG. 22VISUALIZATION

Gradient Descent Animator

Step-by-step visualization of gradient descent

1 coursesоткрыть →

FIG. 23VISUALIZATION

Visualize Support Vector Machines with margins and kernels

1 coursesоткрыть →

FIG. 24INTERACTIVE

Clustering Visualizer

Interactive K-Means, DBSCAN, and Hierarchical clustering

1 coursesоткрыть →

FIG. 25INTERACTIVE

Dimensionality Reducer

Compare PCA, t-SNE, and UMAP

1 coursesоткрыть →

FIG. 26INTERACTIVE

Anomaly Detector

Interactive anomaly detection methods

1 coursesоткрыть →

FIG. 27INTERACTIVE

Neural Network Visualizer

Visualize neural network architecture and training

1 coursesоткрыть →

FIG. 28INTERACTIVE

Deployment Simulator

Simulate ML model deployment with metrics

1 coursesоткрыть →

FIG. 29INTERACTIVE

Variable Tracker

Visual tracking of variable states and memory addresses

1 coursesоткрыть →

FIG. 30INTERACTIVE

Data Structure Visualizer

Interactive visualization of Python data structures

2 coursesоткрыть →

FIG. 31INTERACTIVE

Function Call Stack

Visualization of function call stack and scope

1 coursesоткрыть →

FIG. 32INTERACTIVE

Algorithm Stepper

Step-through execution of algorithms and code

1 coursesоткрыть →

FIG. 33INTERACTIVE

Literal Robot Chef

Assemble a recipe and run a literal robot — vague steps, wrong order, or a missing ingredient visibly break it.

1 coursesоткрыть →

FIG. 34INTERACTIVE

Event Loop Visualizer

Watch asyncio schedule three awaiting coroutines — see why gather() finishes in the time of the longest task, not the sum.

1 coursesоткрыть →

FIG. 35INTERACTIVE

Function Explorer

Interactive function anatomy and execution visualizer

1 coursesоткрыть →

FIG. 36INTERACTIVE

Scope Visualizer

Interactive visualization of variable scope

1 coursesоткрыть →

FIG. 37INTERACTIVE

Memory Visualizer

Visual representation of memory layout

1 coursesоткрыть →

FIG. 38INTERACTIVE

Data Visualization Dashboard

Interactive dashboard with multiple chart types

1 coursesоткрыть →

FIG. 39INTERACTIVE

Interactive playground for learning OOP concepts

1 coursesоткрыть →

FIG. 40INTERACTIVE

OOP Inheritance Tree

Interactive visualization of class inheritance

1 coursesоткрыть →

FIG. 41INTERACTIVE

Generator Stepper

Pull next() to watch a Python generator resume to its next yield, emit one value, then freeze with locals intact — lazy vs eager.

1 coursesоткрыть →

FIG. 42INTERACTIVE

Decorator Scope

Toggle and reorder @log/@timer wrapping a function; watch the call descend outward-in, hit the body, then unwind back out.

1 coursesоткрыть →

FIG. 43INTERACTIVE

Watch the GIL serialize CPU-bound threads (no speedup) while I/O and processes escape it for real parallelism.

1 coursesоткрыть →

FIG. 44INTERACTIVE

Context Manager Lifecycle

Step through a with block to see __exit__ always run and close the resource — even when the body raises.

1 coursesоткрыть →

FIG. 45INTERACTIVE

Type Check Playground

Pick argument types for a typed call; a mypy-style checker flags type-hint violations at author time, before runtime.

1 coursesоткрыть →

FIG. 46INTERACTIVE

Python Memory Explorer

Deep dive into Python memory management, object model, and CPython internals

1 coursesоткрыть →

FIG. 47VISUALIZATION

Variable Inspector

Visual inspection of variable states and values

0 coursesоткрыть →

FIG. 48INTERACTIVE

Confusion Matrix Visualizer

Interactive visualization of confusion matrix

2 coursesоткрыть →

FIG. 49INTERACTIVE

Tokenizer Bench

Same text, four tokenizers. Token chunks, costs, and a step-by-step BPE merge view.

1 coursesоткрыть →

FIG. 50VISUALIZATION

Probability Field

Conjugate-prior Bayesian updating: Beta–Bernoulli, Normal–Normal, and Monty Hall.

1 coursesоткрыть →

FIG. 51INTERACTIVE

8×8 gridworld with tabular Q-learning. Edit walls, lava, goal — train and watch the policy.

2 coursesоткрыть →

FIG. 52VISUALIZATION

2D classification with a hand-rolled MLP. Step through SGD, watch the decision boundary form.

2 coursesоткрыть →

FIG. 53VISUALIZATION

Attention Microscope

Inspect synthetic GPT-2-style attention layer by layer, head by head. Ablate heads, watch top-5 candidates shift.

2 coursesоткрыть →

FIG. 54VISUALIZATION

Word embeddings in a navigable 2D space. Word arithmetic, gender axis, country/capital analogies.

1 coursesоткрыть →

FIG. 55VISUALIZATION

Decoding Studio

Greedy, top-k, top-p, beam — side by side on a synthetic logits distribution.

3 coursesоткрыть →

FIG. 56VISUALIZATION

Backprop Tracer

Small computational graph with forward + backward pass. Local derivatives, step-by-step.

2 coursesоткрыть →

FIG. 57VISUALIZATION

Overfitting Room

Polynomial fit + tiny MLP. Bias-variance, double-descent at the interpolation threshold.

2 coursesоткрыть →

FIG. 58INTERACTIVE

3×3 kernel editor, live convolution on a canvas, feature-map ladder, occlusion-based attribution.

1 coursesоткрыть →

FIG. 59INTERACTIVE

Block-based prompt editor with synthetic ablation attribution. Watch each block earn its keep.

1 coursesоткрыть →

FIG. 60VISUALIZATION

Diffusion Studio

Forward noising on a 28×28 canvas + synthetic reverse trajectory. Schedule, sampler comparison.

1 coursesоткрыть →

FIG. 61VISUALIZATION

Loss Landscape Atlas

Click to drop a ball on five analytical loss surfaces. SGD / momentum / Adam / RMSProp trajectories.

2 coursesоткрыть →

FIG. 62VISUALIZATION

RAG Pipeline Window

TF-IDF retrieval over an 80-doc corpus + synthetic answer generation. Citation coloring, failure-mode presets.

2 coursesоткрыть →

FIG. 63VISUALIZATION

Multi-modal Explorer

CLIP-style image↔text alignment on 24 hand-curated demo items. Joint 2D space, typographic-attack demo.

1 coursesоткрыть →

FIG. 64VISUALIZATION

Activation Patching

Mech-interp heatmap of patching-induced logit shifts across layers and positions on five circuit tasks.

1 coursesоткрыть →

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