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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:Google research Deduplicate text datasets Wiki40B TFDS deduplication
- Workflow:Intel Ipex llm Pipeline Parallel Inference
- Workflow:Astronomer Astronomer cosmos Kubernetes dbt execution
- Workflow:Microsoft LoRA NLU GLUE Finetuning
- Workflow:Vllm project Vllm Offline Text Generation
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestNode
- Workflow:Haosulab ManiSkill Custom Task Development
- Workflow:Vibrantlabsai Ragas Experiment Driven Development
- Workflow:CARLA simulator Carla Simulation Recording and Replay
- Workflow:Apache Beam Twister2 Batch Execution
Principles
- Principle:Unstructured IO Unstructured Strategy Selection
- Principle:AUTOMATIC1111 Stable diffusion webui Latent Diffusion Pipeline
- Principle:Guardrails ai Guardrails Validator Logic Implementation
- Principle:Google deepmind Mujoco Object Name Lookup
- Principle:Datajuicer Data juicer Pipeline Monitoring and Checkpointing
- Principle:Mlfoundations Open flamingo Distributed Checkpointing
- Principle:Duckdb Duckdb Benchmark Discovery
- Principle:FMInference FlexLLMGen Tokenizer Loading
- Principle:BerriAI Litellm Training Data Preparation
- Principle:Langgenius Dify Frontend Container Runtime
Implementations
- Implementation:TobikoData Sqlmesh PlanOptions
- Implementation:Microsoft Playwright Server Instrumentation
- Implementation:AUTOMATIC1111 Stable diffusion webui Network apply weights
- Implementation:Axolotl ai cloud Axolotl Setup Script
- Implementation:Huggingface Diffusers Check Repo Quality
- Implementation:Confident ai Deepeval FaithfulnessMetric
- Implementation:FlowiseAI Flowise ExportAsTemplateDialog
- Implementation:Truera Trulens UX Components
- Implementation:Vllm project Vllm RequestOutput VLM Access
- Implementation:Apache Paimon FormatTable
Heuristics
- Heuristic:Mlc ai Mlc llm BLAS Dispatch Decision
- Heuristic:Sdv dev SDV Version Compatibility
- Heuristic:ChenghaoMou Text dedup Mersenne Prime Backward Compatibility
- Heuristic:Ggml org Llama cpp Warning Deprecated Legacy Converters
- Heuristic:Isaac sim IsaacGymEnvs GPU Pipeline Selection
- Heuristic:CrewAIInc CrewAI Context Window Management
- Heuristic:Datahub project Datahub Validation Cross API
- Heuristic:Protectai Llm guard Fail Fast Early Exit
- Heuristic:Lance format Lance Vector Index Tuning
- Heuristic:TobikoData Sqlmesh Forward Only Safety
Environments
- Environment:Intel Ipex llm Pipeline Parallel Environment
- Environment:Duckdb Duckdb Code Generation Tools
- Environment:DataExpert io Data engineer handbook Spark Iceberg Docker Environment
- Environment:Heibaiying BigData Notes Storm 1 2 Environment
- Environment:Bitsandbytes foundation Bitsandbytes Build From Source Environment
- Environment:ThreeSR Awesome Inference Time Scaling Semantic Scholar API Environment
- Environment:ARISE Initiative Robosuite GPU Rendering
- Environment:Evidentlyai Evidently Grafana Monitoring Environment
- Environment:Intel Ipex llm Portable Environment
- Environment:Heibaiying BigData Notes Java 8 Maven Environment