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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:Openai Evals Creating a model graded eval
- Workflow:Snorkel team Snorkel Data Augmentation
- Workflow:ARISE Initiative Robomimic Trained Policy Evaluation
- Workflow:FMInference FlexLLMGen HELM Benchmark Evaluation
- Workflow:HKUDS AI Trader End to End US Stock Trading
- Workflow:LaurentMazare Tch rs Transfer Learning
- Workflow:Facebookresearch Audiocraft EnCodec Compression Training
- Workflow:Langgenius Dify Plugin Installation and Configuration
- Workflow:Groq Groq python Audio Transcription
- Workflow:Trailofbits Fickling Safe ML Model Loading
Principles
- Principle:Sktime Pytorch forecasting V2 Data Pipeline
- Principle:Webdriverio Webdriverio ProtocolDetection
- Principle:Nautechsystems Nautilus trader Importable Strategy Configuration
- Principle:CarperAI Trlx Supervised Fine Tuning
- Principle:Romsto Speculative Decoding Rejection Sampling Adjustment
- Principle:Roboflow Rf detr Detection Visualization
- Principle:Langchain ai Langgraph Checkpoint Backend Selection
- Principle:Neuml Txtai Speech Synthesis
- Principle:Getgauge Taiko Gauge Environment Configuration
- Principle:Mlflow Mlflow Version Detection and Package Identity
Implementations
- Implementation:CrewAIInc CrewAI MySQL Search Tool
- Implementation:Axolotl ai cloud Axolotl ModelLoader Load Multimodal
- Implementation:Elevenlabs Elevenlabs python Audio File Pattern
- Implementation:Google deepmind Dm control Suite Humanoid CMU
- Implementation:Scikit learn Scikit learn PassiveAggressiveClassifier
- Implementation:Rapidsai Cuml Lasso
- Implementation:Google deepmind Mujoco MJWarp Types
- Implementation:Google deepmind Mujoco MJX Warp Forward
- Implementation:Infiniflow Ragflow Admin UserDetail Page
- Implementation:Ucbepic Docetl FastShouldOptimize
Heuristics
- Heuristic:Tensorflow Tfjs WebGL Shader Warmup
- Heuristic:ContextualAI HALOs LoRA Merge At Save
- Heuristic:Scikit learn contrib Imbalanced learn Sampling Strategy Selection
- Heuristic:NVIDIA NeMo Aligner Adam State Offloading Tip
- Heuristic:ClickHouse ClickHouse Jemalloc Production Requirement
- Heuristic:Microsoft Agent framework Tool Approval Mode Production
- Heuristic:Apache Flink Hadoop Thread Safety Mutexes
- Heuristic:Webdriverio Webdriverio Exponential Backoff Retry
- Heuristic:Langfuse Langfuse BullMQ Retry Strategy Patterns
- Heuristic:CrewAIInc CrewAI Context Window Management
Environments
- Environment:Langfuse Langfuse Node 24 Runtime
- Environment:Apache Dolphinscheduler Database Backend
- Environment:Langgenius Dify Docker Deployment Environment
- Environment:Sgl project Sglang CUDA GPU Runtime
- Environment:Lance format Lance Cloud Storage Credentials
- Environment:Helicone Helicone Wrangler CLI
- Environment:Haosulab ManiSkill Motion Planning Deps
- Environment:Truera Trulens Snowflake Connector Environment
- Environment:Eric mitchell Direct preference optimization Python Dependencies
- Environment:NVIDIA DALI CUDA GPU Environment