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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:Mlc ai Web llm Structured Output Generation
- Workflow:FlowiseAI Flowise Agentflow V2 Creation
- Workflow:Groq Groq python Streaming Chat Completion
- Workflow:Mage ai Mage ai Destination Data Loading
- Workflow:DataExpert io Data engineer handbook PySpark Job Testing
- Workflow:Neuml Txtai Workflow Orchestration
- Workflow:Isaac sim IsaacGymEnvs Policy Inference and Evaluation
- Workflow:Datahub project Datahub Java SDK Metadata Emission
- Workflow:Haifengl Smile SQL Analytics Pipeline
- Workflow:EvolvingLMMs Lab Lmms eval Server Mode Evaluation
Principles
- Principle:Online ml River Optimizer Configuration
- Principle:NVIDIA DALI External Data Source
- Principle:AUTOMATIC1111 Stable diffusion webui Model and VAE loading
- Principle:Wandb Weave Pre release Validation
- Principle:Eric mitchell Direct preference optimization Tokenization
- Principle:Microsoft Semantic kernel Process Step Definition
- Principle:ARISE Initiative Robosuite Domain Randomization Wrapping
- Principle:Googleapis Python genai Manual Function Execution
- Principle:Huggingface Transformers Tensor Parallel Model Loading
- Principle:DataTalksClub Data engineering zoomcamp Merge Upsert
Implementations
- Implementation:Hpcaitech ColossalAI Base Extension
- Implementation:CARLA simulator Carla Road Interface
- Implementation:Microsoft LoRA Pack Dataset
- Implementation:PrefectHQ Prefect Client Read Flow Runs
- Implementation:Datajuicer Data juicer ReplaceContentMapper
- Implementation:NVIDIA NeMo Curator TransNetV2Model
- Implementation:CARLA simulator Carla RssRestrictor
- Implementation:Openai Openai node AssistantStream
- Implementation:Langchain ai Langgraph Entrypoint Final
- Implementation:DevExpress Testcafe CreateTestCafe Factory
Heuristics
- Heuristic:Apache Dolphinscheduler JDBC Security Blocklist
- Heuristic:ThreeSR Awesome Inference Time Scaling Date Parsing Fallback Tip
- Heuristic:Allenai Open instruct Logprob Clamping
- Heuristic:ContextualAI HALOs TF32 Matmul Acceleration
- Heuristic:Predibase Lorax Warning Deprecated BitsAndBytes 8bit
- Heuristic:Cypress io Cypress Timeout Tuning
- Heuristic:NVIDIA NeMo Curator Semantic Dedup Cluster Sizing
- Heuristic:Bigscience workshop Petals Batch Splitting Threshold
- Heuristic:Bentoml BentoML Warning Deprecated Legacy Service
- Heuristic:Truera Trulens Rate Limiting And Retry Strategy
Environments
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment
- Environment:DevExpress Testcafe Chrome Browser
- Environment:FMInference FlexLLMGen NVMe Disk
- Environment:Langgenius Dify Credentials And Env Vars
- Environment:Openai Whisper FFmpeg
- Environment:Risingwavelabs Risingwave Java Connector Environment
- Environment:Marker Inc Korea AutoRAG Vector Database Backends
- Environment:Risingwavelabs Risingwave Dashboard Node Environment
- Environment:VainF Torch Pruning LLM Pruning Dependencies
- Environment:MarketSquare Robotframework browser CI GitHub Actions