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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:Mistralai Client python Function Calling
- Workflow:Lance format Lance Table Optimization
- Workflow:Eventual Inc Daft Multimodal AI Batch Inference
- Workflow:Openai Whisper Word Level Timestamps
- Workflow:Lance format Lance Dataset Lifecycle
- Workflow:Huggingface Optimum FX Graph Optimization
- Workflow:Haosulab ManiSkill Motion Planning Demo Generation
- Workflow:Deepspeedai DeepSpeed AutoTP Training
- Workflow:Microsoft Agent framework Graph Based Workflow Execution
- Workflow:Mlc ai Web llm Basic Chat Completion
Principles
- Principle:SeldonIO Seldon core Candidate Model Deployment
- Principle:Datajuicer Data juicer Distributed Pipeline Execution
- Principle:Kserve Kserve Graph Topology Design
- Principle:Romsto Speculative Decoding Rejection Sampling Adjustment
- Principle:Ray project Ray Cross Language Task Submission
- Principle:Facebookresearch Habitat lab Hydra Config Wiring
- Principle:VainF Torch Pruning Dependency Graph Representation
- Principle:Zai org CogVideo Autoencoder Architecture
- Principle:Tensorflow Serving Hashmap Servable
- Principle:Onnx Onnx Model Merging
Implementations
- Implementation:Helicone Helicone RequestWrapper Create
- Implementation:Ollama Ollama Auth Sign
- Implementation:DevExpress Testcafe CLI Run Orchestration
- Implementation:Ollama Ollama XModels NN
- Implementation:Lance format Lance JNI FFI
- Implementation:NVIDIA NeMo Aligner Preprocess AnthropicHH Data
- Implementation:Run llama Llama index Index Data Structs
- Implementation:Allenai Open instruct Pack Sequences
- Implementation:Vibrantlabsai Ragas StringMetricsV2
- Implementation:Deepspeedai DeepSpeed Dequantization Utils
Heuristics
- Heuristic:Alibaba ROLL Gradient Checkpointing Recomputation
- Heuristic:Princeton nlp Tree of thought llm Global State Token Counting
- Heuristic:PacktPublishing LLM Engineers Handbook Token Window Safety Margin
- Heuristic:Langfuse Langfuse Eval Loop Prevention
- Heuristic:Unstructured IO Unstructured Multi Python Matrix
- Heuristic:Promptfoo Promptfoo WAL Mode Network Filesystem
- Heuristic:NVIDIA TransformerEngine FP8 Checkpoint Compatibility
- Heuristic:Marker Inc Korea AutoRAG OpenAI Rate Limit Mitigation
- Heuristic:Allenai Open instruct Logprob Clamping
- Heuristic:SqueezeAILab ETS Softmax Temperature Tuning
Environments
- Environment:Huggingface Trl Python Core Dependencies
- Environment:Treeverse LakeFS Go Runtime Environment
- Environment:Evidentlyai Evidently Python Core Environment
- Environment:Dagster io Dagster DAGSTER HOME Configuration
- Environment:Openai CLIP Python Dependencies
- Environment:Vibrantlabsai Ragas Optional NLP Metrics Environment
- Environment:Wandb Weave Trace Server Infrastructure
- Environment:Fastai Fastbook Sklearn Environment
- Environment:Apache Airflow Docker Container Environment
- Environment:Iterative Dvc Git SCM Environment