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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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|---|---|---|
| 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:PrefectHQ Prefect Dbt Model Orchestration
- Workflow:Mit han lab Llm awq AWQ Model Quantization
- Workflow:Lm sys FastChat LoRA QLoRA Finetuning
- Workflow:ArroyoSystems Arroyo Local Pipeline Execution
- Workflow:Huggingface Alignment handbook Multi Stage Post Training
- Workflow:Openclaw Openclaw Gateway Operations And Diagnostics
- Workflow:Interpretml Interpret Model Explanation And Visualization
- Workflow:Hpcaitech ColossalAI Model Evaluation
- Workflow:Openai Openai python Image Generation
- Workflow:Google deepmind Mujoco Model compilation and conversion
Principles
- Principle:Microsoft DeepSpeedExamples ZeRO Inference Environment
- Principle:Sgl project Sglang Structured Output Validation
- Principle:Webdriverio Webdriverio Protocol Command Architecture
- Principle:Huggingface Diffusers Latent Decoding
- Principle:AUTOMATIC1111 Stable diffusion webui Conditional Function Dispatch
- Principle:TobikoData Sqlmesh CICD Bot Configuration
- Principle:Speechbrain Speechbrain Whisper Model Loading
- Principle:Online ml River KSWIN Drift Detection
- Principle:Snorkel team Snorkel Generative Label Model Training
- Principle:Iamhankai Forest of Thought Forest of Thought Orchestration
Implementations
- Implementation:NVIDIA DALI Model Fit TensorFlow
- Implementation:MaterializeInc Materialize Mzsql TextMate Grammar
- Implementation:Isaac sim IsaacGymEnvs Task Design Specification
- Implementation:Haosulab ManiSkill AllegroHand
- Implementation:Isaac sim IsaacGymEnvs Factory Control Algorithms
- Implementation:Ollama Ollama Llama Memory Hybrid Types
- Implementation:Microsoft DeepSpeedExamples ViT ImageNet Finetuning
- Implementation:Webdriverio Webdriverio StaticServerLauncher Class
- Implementation:Puppeteer Puppeteer Deferred
- Implementation:Vllm project Vllm GGML Common
Heuristics
- Heuristic:Openai Openai node Retry Backoff Configuration
- Heuristic:OWASP Www project top 10 for large language model applications Vulnerability Entry Structure Guide
- Heuristic:Roboflow Rf detr Resolution Divisibility Rule
- Heuristic:BerriAI Litellm Connection Pooling Memory Management
- Heuristic:Hpcaitech ColossalAI Gradient Checkpointing Memory Tip
- Heuristic:TobikoData Sqlmesh Model Change Categorization
- Heuristic:NVIDIA NeMo Aligner PPO Critic Warmup Tip
- Heuristic:Shiyu coder Kronos Instance Normalization Clipping
- Heuristic:Duckdb Duckdb Sanitizer Configuration
- Heuristic:Sktime Pytorch forecasting Encoder Decoder Length Limits
Environments
- Environment:Sgl project Sglang Grafana
- Environment:Vespa engine Vespa CMake Cpp23 Build Environment
- Environment:Kserve Kserve Knative Serving
- Environment:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Python Environment
- Environment:Truera Trulens Python Core Environment
- Environment:LMCache LMCache Python Runtime
- Environment:Apache Dolphinscheduler Node Pnpm Runtime
- Environment:Puppeteer Puppeteer Configuration Environment Variables
- Environment:Treeverse LakeFS Spark GC Environment
- Environment:Shiyu coder Kronos HuggingFace Hub Access