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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:Recommenders team Recommenders Neural Collaborative Filtering
- Workflow:Danijar Dreamerv3 Evaluation Only
- Workflow:FlagOpen FlagEmbedding Embedder Finetuning
- Workflow:Spotify Luigi Central Scheduler Deployment
- Workflow:Apache Druid SQL Query Execution
- Workflow:Liu00222 Open Prompt Injection DataSentinel Detection
- Workflow:Risingwavelabs Risingwave Docker Deployment
- Workflow:Kornia Kornia Edge Detection Pipeline
- Workflow:Zai org CogVideo Diffusers Image to Video Inference
- Workflow:OpenRLHF OpenRLHF Knowledge Distillation
Principles
- Principle:Huggingface Datatrove Media Filtering Framework
- Principle:BerriAI Litellm Fine Tuned Model Usage
- Principle:Shiyu coder Kronos Qlib Data Preprocessing
- Principle:Google deepmind Dm control Multi Agent Episode Loop
- Principle:Norrrrrrr lyn WAInjectBench LoRA Adapter Injection
- Principle:Interpretml Interpret Rule Based Classification
- Principle:Huggingface Transformers Distributed Checkpointing
- Principle:Lance format Lance Approximate Nearest Neighbor Search
- Principle:Avhz RustQuant Bond Pricing
- Principle:Kubeflow Kubeflow Tune Hyperparameters
Implementations
- Implementation:Duckdb Duckdb Brotli Transform
- Implementation:FlagOpen FlagEmbedding LLM Embedder Eval Retrieval
- Implementation:Google deepmind Mujoco Engine Passive
- Implementation:Truera Trulens Selector Init
- Implementation:Danijar Dreamerv3 Logger And Report
- Implementation:Allenai Open instruct TensorCache
- Implementation:Pyro ppl Pyro TraceEnum ELBO Loss
- Implementation:Hpcaitech ColossalAI Load QA Chain
- Implementation:Eventual Inc Daft AI Embed Text
- Implementation:Langfuse Langfuse Analytics Integration Types
Heuristics
- Heuristic:Eric mitchell Direct preference optimization FSDP Batch Size Per GPU
- Heuristic:Google research Deduplicate text datasets Ulimit File Descriptors For Merge
- Heuristic:Princeton nlp SimPO Hyperparameter Tuning
- Heuristic:Fastai Fastbook Progressive Resizing
- Heuristic:OpenHands OpenHands Streamable HTTP Over SSE
- Heuristic:Langfuse Langfuse LLM Rate Limit 24h Abandon
- Heuristic:EvolvingLMMs Lab Lmms eval Memory Cleanup After Inference
- Heuristic:Onnx Onnx Big Endian Byte Order Handling
- Heuristic:Treeverse LakeFS Retry Backoff Configuration
- Heuristic:LMCache LMCache Memory Fragmentation Budget
Environments
- Environment:Iterative Dvc Git SCM Environment
- Environment:EvolvingLMMs Lab Lmms eval API Credentials Environment
- Environment:Huggingface Diffusers Training Environment
- Environment:Pyro ppl Pyro CUDA GPU Acceleration
- Environment:CarperAI Trlx DeepSpeed Multi GPU
- Environment:Mlfoundations Open flamingo Evaluation Dependencies
- Environment:Allenai Open instruct Python 3 12 Runtime
- Environment:Huggingface Transformers Flash Attention 2 Env
- Environment:Pytorch Serve vLLM Engine Environment
- Environment:Huggingface Datasets PyTorch Integration