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Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Ggml org Ggml MNIST Training And Evaluation
- Workflow:Apache Shardingsphere Shadow Database Routing
- Workflow:Wandb Weave Tracing Setup
- Workflow:Mistralai Client python GCP Chat Completion
- Workflow:Iterative Dvc Plot Visualization
- Workflow:Turboderp org Exllamav2 Multimodal Vision Inference
- Workflow:TA Lib Ta lib python Abstract API Usage
- Workflow:Google deepmind Mujoco Offscreen video recording
- Workflow:Fede1024 Rust rdkafka Transactional Produce Consume
- Workflow:Dagster io Dagster LLM Fine Tuning
Principles
- Principle:InternLM Lmdeploy Engine Configuration
- Principle:Trailofbits Fickling ML Allowlist Unpickling
- Principle:EvolvingLMMs Lab Lmms eval Results Output
- Principle:Apache Spark Container Image Build
- Principle:Ollama Ollama Manifest Resolution
- Principle:Ucbepic Docetl Document Length Assessment
- Principle:Lance format Lance Inverted Index Building
- Principle:DistrictDataLabs Yellowbrick PCA Projection
- Principle:InternLM Lmdeploy API Client Integration
- Principle:Google deepmind Mujoco Plugin System
Implementations
- Implementation:Ucbepic Docetl OptimizationDialog
- Implementation:TA Lib Ta lib python Wrapper Decorator
- Implementation:Openai Openai node Node TS45 Jest28 Lockfile
- Implementation:Microsoft Playwright UsKeyboardLayout
- Implementation:Promptfoo Promptfoo Root Package Lock
- Implementation:Allenai Open instruct ModelConfig
- Implementation:Microsoft Onnxruntime CPU GRU Grad
- Implementation:Isaac sim IsaacGymEnvs AMP Torch Utils
- Implementation:BerriAI Litellm API Route To Call Types
- Implementation:Microsoft Onnxruntime CUDA BatchScale
Heuristics
- Heuristic:Puppeteer Puppeteer Headless Linux Requirements
- Heuristic:Openai Openai python Streaming Resource Management
- Heuristic:Apache Spark Serialization Optimization
- Heuristic:Webdriverio Webdriverio Exponential Backoff Retry
- Heuristic:Danijar Dreamerv3 Replay Context Carry Init
- Heuristic:Apache Flink False Positive Availability Optimization
- Heuristic:Deepseek ai Janus Bfloat16 Dtype Selection
- Heuristic:Diagram of thought Diagram of thought Strict Vs Flexible Critic Rigor
- Heuristic:Nightwatchjs Nightwatch ESM Module Loading Tips
- Heuristic:Microsoft Agent framework Declaration Only Tools Pattern
Environments
- Environment:Intel Ipex llm Build Environment
- Environment:NVIDIA NeMo Curator NVIDIA DALI
- Environment:Getgauge Taiko Linux System Libraries
- Environment:EvolvingLMMs Lab Lmms eval GPU Compute Environment
- Environment:Evidentlyai Evidently SQL Storage Environment
- Environment:Zai org CogVideo Video Captioning Environment
- Environment:PacktPublishing LLM Engineers Handbook AWS SageMaker GPU Environment
- Environment:Huggingface Diffusers Quantization Environment
- Environment:Heibaiying BigData Notes Flink 1 9 Environment
- Environment:Roboflow Rf detr Python GPU Environment