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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:Trailofbits Fickling Pickle Decompilation and Tracing
- Workflow:Webdriverio Webdriverio Cloud Service Integration
- Workflow:Puppeteer Puppeteer PDF Generation
- Workflow:Googleapis Python genai Model Fine Tuning
- Workflow:Googleapis Python genai Context Caching
- Workflow:Huggingface Datatrove Synthetic Data Generation
- Workflow:Wandb Weave Tracing Setup
- Workflow:Webdriverio Webdriverio Page Object Pattern
- Workflow:AUTOMATIC1111 Stable diffusion webui Textual inversion training
- Workflow:Dotnet Machinelearning GenAI Causal LM Inference
Principles
- Principle:Norrrrrrr lyn WAInjectBench Text Embedding Initialization
- Principle:DataTalksClub Data engineering zoomcamp Chunked Data Ingestion
- Principle:Duckdb Duckdb Extension Build And Metadata
- Principle:OpenRLHF OpenRLHF SFT Dataset Construction
- Principle:Tensorflow Serving TFRT Model Management
- Principle:Wandb Weave Op Decoration
- Principle:Ollama Ollama OpenAI Route Registration
- Principle:Farama Foundation Gymnasium Vector Observation Transformation
- Principle:Shiyu coder Kronos Tokenizer Encoding
- Principle:Apache Dolphinscheduler Plugin Artifact Provisioning
Implementations
- Implementation:Openai CLIP Class Label Template Preparation
- Implementation:SeleniumHQ Selenium BuildInfo
- Implementation:Langfuse Langfuse ScheduleObservationEvals
- Implementation:Openai Openai node Realtime Send Session Update
- Implementation:Elevenlabs Elevenlabs python PromptAgentApiModelWorkflowOverrideOutput
- Implementation:Recommenders team Recommenders MINDAll Iterator
- Implementation:Evidentlyai Evidently Legacy Collector App
- Implementation:Alibaba MNN OpenCL CL Ext Qcom Header
- Implementation:Datahub project Datahub KafkaEmitterConfig
- Implementation:Haosulab ManiSkill PPO Training Loop
Heuristics
- Heuristic:Openai CLIP JIT Vs Non JIT Loading
- Heuristic:Apache Flink False Positive Availability Optimization
- Heuristic:Kserve Kserve NCCL RoCE Auto Detection
- Heuristic:Confident ai Deepeval Dotenv Loading Order
- Heuristic:Microsoft LoRA Warning Deprecated Legacy Examples
- Heuristic:Farama Foundation Gymnasium Action Space Normalization Tip
- Heuristic:Apache Druid Auto Granularity Selection
- Heuristic:Open compass VLMEvalKit SKIP ERR For Graceful Inference
- Heuristic:Getgauge Taiko Network Interception Gotchas
- Heuristic:Apache Beam GC Thrashing Detection
Environments
- Environment:Apache Spark Python Environment
- Environment:Langchain ai Langchain LangSmith Tracing Config
- Environment:Microsoft DeepSpeedExamples RLHF Training Environment
- Environment:Alibaba MNN ARM Mobile Environment
- Environment:Alibaba ROLL Megatron Training Environment
- Environment:Deepspeedai DeepSpeed CUDA GPU Environment
- Environment:Microsoft Agent framework Python 3 10 Runtime
- Environment:Ggml org Ggml C Cpp Build Environment
- Environment:Kserve Kserve Leader Worker Set
- Environment:Microsoft BIPIA Python CUDA GPU Environment