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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:Bentoml BentoML BentoCloud Deployment
- Workflow:Helicone Helicone Cost Calculation Pipeline
- Workflow:Microsoft Onnxruntime Train Convert Predict
- Workflow:Nautechsystems Nautilus trader Strategy development
- Workflow:Pola rs Polars Data IO and Format Conversion
- Workflow:Ollama Ollama Custom Model Creation
- Workflow:Pyro ppl Pyro Bayesian Regression
- Workflow:Haosulab ManiSkill Sim2Real Deployment
- Workflow:Zai org CogVideo Diffusers LoRA Finetuning
- Workflow:Volcengine Verl Supervised Fine Tuning
Principles
- Principle:Marker Inc Korea AutoRAG Node Line Execution
- Principle:Lance format Lance Approximate Nearest Neighbor Search
- Principle:Deepset ai Haystack Document Writing
- Principle:Apache Airflow Task Execution TEI
- Principle:NVIDIA DALI Custom Operator Build System
- Principle:Protectai Llm guard Code Snippet Detection
- Principle:Ray project Ray Multi Language Cluster Initialization
- Principle:Huggingface Datatrove Job Tracking Dashboard
- Principle:SeldonIO Seldon core HuggingFace Model Deployment And Verification
- Principle:Helicone Helicone Provider Definition
Implementations
- Implementation:Google deepmind Mujoco Engine Util Errmem
- Implementation:Sail sg LongSpec Pip Requirements Install
- Implementation:CARLA simulator Carla RawData
- Implementation:Open compass VLMEvalKit Monkey
- Implementation:Hpcaitech ColossalAI Ray Broadcast Tensor Dict
- Implementation:Nightwatchjs Nightwatch Element Global API
- Implementation:Rapidsai Cuml Kernel SHAP
- Implementation:FlowiseAI Flowise Input
- Implementation:Openai Openai node APIPromise
- Implementation:Confident ai Deepeval Synthesizer Generate Goldens From Contexts
Heuristics
- Heuristic:Vespa engine Vespa Maven Parallel Build Optimization
- Heuristic:LLMBook zh LLMBook zh github io Greedy Decoding Temperature Zero
- Heuristic:TobikoData Sqlmesh Model Change Categorization
- Heuristic:Speechbrain Speechbrain Data Augmentation Defaults
- Heuristic:FlagOpen FlagEmbedding Gradient Checkpointing Tip
- Heuristic:Risingwavelabs Risingwave Source Backoff Strategy
- Heuristic:DataTalksClub Data engineering zoomcamp Dbt Materialization Strategy
- Heuristic:Spotify Luigi Marker Table Idempotency
- Heuristic:Interpretml Interpret Memory Budget Heuristic
- Heuristic:LMCache LMCache Prefix Based Retrieval Pattern
Environments
- Environment:Heibaiying BigData Notes Spark 2 4 Environment
- Environment:Mistralai Client python Agents Environment
- Environment:Neuml Txtai GPU Accelerator Environment
- Environment:Langfuse Langfuse PostgreSQL 17
- Environment:Promptfoo Promptfoo Browser Automation
- Environment:OWASP Www project top 10 for large language model applications GenAI Red Team Environment
- Environment:Intel Ipex llm XPU Serving Environment
- Environment:Getgauge Taiko Node Runtime
- Environment:Sgl project Sglang CPU Runtime
- Environment:Axolotl ai cloud Axolotl Multi GPU