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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 Open r1 SFT Distillation
- Workflow:Apache Druid Batch Data Ingestion
- Workflow:Langgenius Dify Application Creation
- Workflow:Iamhankai Forest of Thought CGDM Post Processing
- Workflow:Nightwatchjs Nightwatch Custom Commands And Assertions
- Workflow:Lm sys FastChat Distributed Model Serving
- Workflow:BerriAI Litellm Proxy Server Deployment
- Workflow:Langfuse Langfuse Otel ingestion pipeline
- Workflow:OpenRLHF OpenRLHF Rejection Sampling
- Workflow:LMCache LMCache KV Cache Offloading
Principles
- Principle:Sktime Pytorch forecasting Learning Rate Finding
- Principle:Ggml org Ggml BPE Tokenization
- Principle:ClickHouse ClickHouse Code Review Process
- Principle:Sktime Pytorch forecasting V2 Data Pipeline
- Principle:Spotify Luigi Spark Job Definition
- Principle:Interpretml Interpret Feature Binning And Discretization
- Principle:HKUDS AI Trader LLM Invocation
- Principle:Vllm project Vllm Streaming Response Handling
- Principle:Heibaiying BigData Notes Spark Session Creation
- Principle:Apache Spark Test Orchestration
Implementations
- Implementation:OpenGVLab InternVL LLaVA LLaMA Model
- Implementation:Recommenders team Recommenders EmbDotBias Score
- Implementation:Ggml org Llama cpp Preset
- Implementation:Facebookresearch Habitat lab GuiInput
- Implementation:NVIDIA DALI ImageNet Synsets
- Implementation:Openai Openai python Image Gen Completed Event
- Implementation:Tensorflow Tfjs Python Inference
- Implementation:Openai Evals Pip Install Evals
- Implementation:Open compass VLMEvalKit SArena FID
- Implementation:Alibaba MNN ExecutorScope
Heuristics
- Heuristic:Nightwatchjs Nightwatch Safari Parallel Limitation
- Heuristic:EvolvingLMMs Lab Lmms eval Limit Flag Testing Only
- Heuristic:Treeverse LakeFS Retry Backoff Configuration
- Heuristic:Huggingface Datasets Batch Size Optimization
- Heuristic:Lm sys FastChat Flash Attention GPU Requirements
- Heuristic:Deepset ai Haystack Document Splitting Defaults
- Heuristic:Ollama Ollama Download Retry Strategy
- Heuristic:Ollama Ollama Quantization Layer Selection
- Heuristic:ArroyoSystems Arroyo Parallelism Configuration
- Heuristic:VainF Torch Pruning Over Pruning Prevention
Environments
- Environment:Huggingface Open r1 vLLM Server
- Environment:Tensorflow Serving Python Client Environment
- Environment:Sail sg LongSpec Training Environment
- Environment:TobikoData Sqlmesh Snowflake Connection
- Environment:Ucbepic Docetl Frontend Node Environment
- Environment:Marker Inc Korea AutoRAG Korean NLP Dependencies
- Environment:Promptfoo Promptfoo SQLite Database
- Environment:Explodinggradients Ragas Google Drive Backend Environment
- Environment:Turboderp org Exllamav2 CUDA GPU Runtime
- Environment:Microsoft BIPIA DeepSpeed Finetuning Environment