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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:Bigscience workshop Petals Prompt Tuning Classification
- Workflow:NVIDIA NeMo Aligner REINFORCE Training
- Workflow:Treeverse LakeFS Write Audit Publish With Hooks
- Workflow:Mlfoundations Open flamingo Data Preparation
- Workflow:Ggml org Llama cpp Speculative Decoding
- Workflow:LLMBook zh LLMBook zh github io Supervised Finetuning
- Workflow:Mlc ai Mlc llm REST API Serving
- Workflow:Trailofbits Fickling PyTorch Format Identification
- Workflow:Microsoft Playwright End to end test authoring
- Workflow:AUTOMATIC1111 Stable diffusion webui Image to image generation
Principles
- Principle:Triton inference server Server Response Compression
- Principle:Eventual Inc Daft Arrow FFI Compatibility
- Principle:Ggml org Ggml CANN NPU Computation
- Principle:VainF Torch Pruning Taylor Importance
- Principle:Haosulab ManiSkill RL Evaluation Checkpointing
- Principle:Google deepmind Mujoco BVH Acceleration
- Principle:Princeton nlp Tree of thought llm Prompt Engineering
- Principle:Turboderp org Exllamav2 Dataset Loading
- Principle:ARISE Initiative Robosuite Observation Inspection And Cleanup
- Principle:Huggingface Peft Cosine Similarity Contrastive Training
Implementations
- Implementation:Promptfoo Promptfoo doGenerateRedteam
- Implementation:Vespa engine Vespa Component ABI Spec
- Implementation:Recommenders team Recommenders SUM Model
- Implementation:Apache Druid ConnectExternalDataDialog
- Implementation:Alibaba MNN Protobuf Descriptor CC
- Implementation:Avdvg InjectGuard CSVLoader Load
- Implementation:Alibaba MNN FlatBuffers Base Header
- Implementation:Axolotl ai cloud Axolotl RunPod Config Template
- Implementation:Apache Flink SingletonResultIterator
- Implementation:Online ml River Anomaly GaussianScorer
Heuristics
- Heuristic:Zai org CogVideo Training Hyperparameter Defaults
- Heuristic:MaterializeInc Materialize Pipeline Test Trimming Rules
- Heuristic:Cohere ai Cohere python Pydantic V1 V2 Compatibility
- Heuristic:Mlc ai Mlc llm BLAS Dispatch Decision
- Heuristic:Alibaba MNN Backend Selection Guide
- Heuristic:Rapidsai Cuml Quantile Split Differences
- Heuristic:Lance format Lance Warning Deprecated Java APIs
- Heuristic:Shiyu coder Kronos Two Stage Finetuning Strategy
- Heuristic:Langchain ai Langchain Deprecation Version Tracking
- Heuristic:Allenai Open instruct Polyak Reference Update
Environments
- Environment:Langgenius Dify Docker Compose Environment
- Environment:FlagOpen FlagEmbedding GPU Accelerator Environment
- Environment:Microsoft BIPIA DeepSpeed Finetuning Environment
- Environment:ArroyoSystems Arroyo PostgreSQL Database
- Environment:Huggingface Alignment handbook Python Transformers
- Environment:Isaac sim IsaacGymEnvs IsaacGym Preview 4
- Environment:Alibaba MNN HuggingFace Ecosystem Environment
- Environment:Apache Shardingsphere ZooKeeper Cluster Coordination
- Environment:Alibaba ROLL Ascend NPU Environment
- Environment:Huggingface Datasets Lance Dependencies