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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:Huggingface Datasets Hub Publishing
- Workflow:PeterL1n BackgroundMattingV2 Image matting inference
- Workflow:Ray project Ray Remote Task Execution
- Workflow:Huggingface Peft DreamBooth LoRA Diffusion
- Workflow:ArroyoSystems Arroyo SQL Pipeline Lifecycle
- Workflow:Heibaiying BigData Notes Kafka Producer Consumer Pipeline
- Workflow:Interpretml Interpret EBM Model Export
- Workflow:MaterializeInc Materialize dbt Integration
- Workflow:ChenghaoMou Text dedup SimHash Deduplication
- Workflow:Mage ai Mage ai Destination Data Loading
Principles
- Principle:Microsoft DeepSpeedExamples ZeRO3 CPU Offload Training
- Principle:ClickHouse ClickHouse Build Hygiene Tools
- Principle:Alibaba ROLL LoRA Checkpoint Merging
- Principle:Lm sys FastChat LoRA Adapter Injection
- Principle:Truera Trulens Feedback Result Retrieval
- Principle:Openai Whisper Cross Attention Alignment
- Principle:Kubeflow Pipelines XGBoost Model Prediction
- Principle:AUTOMATIC1111 Stable diffusion webui SD3 Diffusion Pipeline
- Principle:Intel Ipex llm NPU Multimodal Inference
- Principle:Puppeteer Puppeteer Dynamic Content Waiting
Implementations
- Implementation:Kubeflow Pipelines Install Config
- Implementation:ClickHouse ClickHouse Poco HTMLForm
- Implementation:Huggingface Peft CPTConfig
- Implementation:TobikoData Sqlmesh API Environments
- Implementation:Tensorflow Tfjs CPU Cast Kernel
- Implementation:LMCache LMCache Periodic Thread
- Implementation:Openai Openai node Chat Completions Messages
- Implementation:Alibaba ROLL Dataset Info Registry
- Implementation:Getgauge Taiko Button
- Implementation:Norrrrrrr lyn WAInjectBench force single gpu
Heuristics
- Heuristic:Mlc ai Mlc llm Engine Mode Selection
- Heuristic:Groq Groq python Timeout Configuration
- Heuristic:Norrrrrrr lyn WAInjectBench LoRA Rank Alpha Selection
- Heuristic:CarperAI Trlx PEFT LoRA Integration
- Heuristic:MarketSquare Robotframework browser GRPC Response Chunking
- Heuristic:ContextualAI HALOs FSDP Sampling Workaround
- Heuristic:Huggingface Alignment handbook QLoRA Learning Rate Scaling
- Heuristic:Pytorch Serve Batch Size Tuning
- Heuristic:Nautechsystems Nautilus trader Parquet Row Group Tuning
- Heuristic:Openai Evals Eval Resumption Strategy
Environments
- Environment:Sdv dev SDV Python Runtime
- Environment:Microsoft LoRA NLG Eval External Tools
- Environment:Ray project Ray Java Build Environment
- Environment:Huggingface Datatrove Python Runtime
- Environment:Lakeraai Pint benchmark Python 310 With Pandas
- Environment:Vllm project Vllm Distributed
- Environment:Duckdb Duckdb Extension Distribution Env
- Environment:Getgauge Taiko Linux System Libraries
- Environment:Mit han lab Llm awq VILA Multimodal Environment
- Environment:DataExpert io Data engineer handbook Python Development Environment