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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:Microsoft Semantic kernel Plugin Integration And Function Calling
- Workflow:NVIDIA NeMo Curator Video Curation Pipeline
- Workflow:Lucidrains X transformers DPO Preference Alignment
- Workflow:Hiyouga LLaMA Factory LoRA SFT Finetuning
- Workflow:DataTalksClub Data engineering zoomcamp dbt Analytics Transformation
- Workflow:AUTOMATIC1111 Stable diffusion webui Textual inversion training
- Workflow:Vllm project Vllm Speculative Decoding
- Workflow:Haosulab ManiSkill Sim2Real Deployment
- Workflow:Ggml org Llama cpp OpenAI Compatible Server
- Workflow:Microsoft Semantic kernel Agent Conversation And Orchestration
Principles
- Principle:Online ml River Prediction Anomaly Detection
- Principle:Huggingface Open r1 Synthetic Data Generation
- Principle:DataTalksClub Data engineering zoomcamp Dlt Resource Definition
- Principle:AUTOMATIC1111 Stable diffusion webui Postprocessing script execution
- Principle:Tencent Ncnn Crowd Counting
- Principle:Apache Dolphinscheduler Task Lifecycle Event Tracking
- Principle:Unslothai Unsloth LoRA Adapter Injection
- Principle:Spotify Luigi Task Persistence History
- Principle:Rapidsai Cuml Regression Evaluation
- Principle:OpenHands OpenHands Name Validation
Implementations
- Implementation:Fede1024 Rust rdkafka Metadata Example
- Implementation:FlagOpen FlagEmbedding LLM Reranker Evaluate
- Implementation:Huggingface Datatrove FtfyFormatter
- Implementation:SeldonIO Seldon core Operator Main
- Implementation:LMCache LMCache Distributed Eviction
- Implementation:Apache Druid SegmentsCard
- Implementation:InternLM Lmdeploy Gateway
- Implementation:Infiniflow Ragflow EmbedAppModal Component
- Implementation:Neuml Txtai Text Classification
- Implementation:Helicone Helicone VersionedRequestStore InsertRequestResponseVersioned
Heuristics
- Heuristic:LMCache LMCache Chunk Size And Default Config
- Heuristic:Open compass VLMEvalKit SKIP ERR For Graceful Inference
- Heuristic:Explodinggradients Ragas Embedding Batch Size Tuning
- Heuristic:Online ml River SNARIMAX Default Regressor Pipeline
- Heuristic:Huggingface Alignment handbook EOS Token Alignment
- Heuristic:Huggingface Diffusers Dtype Precision Selection
- Heuristic:Datahub project Datahub Emitter Selection Strategy
- Heuristic:Fede1024 Rust rdkafka Queue Buffering Priority
- Heuristic:Heibaiying BigData Notes Kafka Consumer Offset Strategy Tip
- Heuristic:Facebookresearch Habitat lab Resume State Config Override
Environments
- Environment:Sgl project Sglang CUDA Runtime
- Environment:Astronomer Astronomer cosmos Python Airflow Runtime
- Environment:Intel Ipex llm CPU Finetuning Environment
- Environment:Huggingface Alignment handbook Python Transformers
- Environment:Lance format Lance Rust Toolchain
- Environment:PacktPublishing LLM Engineers Handbook VLLM Evaluation Environment
- Environment:Spcl Graph of thoughts Python 3 8 Runtime
- Environment:Marker Inc Korea AutoRAG API Keys And Credentials
- Environment:Togethercomputer Together python Python SDK Runtime
- Environment:Apache Dolphinscheduler Database Backend