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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:Protectai Llm guard PII Anonymization Deanonymization
- Workflow:Mlc ai Web llm Text Embeddings And RAG
- Workflow:Cleanlab Cleanlab CleanLearning Robust Training
- Workflow:VainF Torch Pruning CNN Pruning
- Workflow:Mlc ai Web llm Chrome Extension Integration
- Workflow:Eventual Inc Daft Data Lakehouse ETL
- Workflow:Infiniflow Ragflow Document Processing Pipeline
- Workflow:Interpretml Interpret Blackbox Model Explanation
- Workflow:Gretelai Gretel synthetics DGAN Timeseries Generation
- Workflow:Shiyu coder Kronos Single Series Prediction
Principles
- Principle:Allenai Open instruct Preference Collation
- Principle:Eventual Inc Daft SQL Expression Building
- Principle:Nightwatchjs Nightwatch Cucumber Runner Configuration
- Principle:Openclaw Openclaw Routing Verification
- Principle:Webdriverio Webdriverio Component Test Rendering
- Principle:NVIDIA NeMo Curator Semantic Duplicate Identification
- Principle:Unstructured IO Unstructured Chunk Size Configuration
- Principle:Apache Kafka Squash Merge
- Principle:Gretelai Gretel synthetics WGAN GP Training
- Principle:Bentoml BentoML Container Image Building
Implementations
- Implementation:SeleniumHQ Selenium Closure Math Box
- Implementation:Romsto Speculative Decoding LogitsProcessor Hierarchy
- Implementation:LLMBook zh LLMBook zh github io Trainer Train Pretraining
- Implementation:Ggml org Ggml Cpu x86 repack
- Implementation:FMInference FlexLLMGen OptTokenizer
- Implementation:Eventual Inc Daft Daft Func Batch
- Implementation:Kornia Kornia Mutual Information Loss
- Implementation:Pyro ppl Pyro TensorUtils
- Implementation:Google deepmind Dm control Viewer Launch For Locomotion
- Implementation:NVIDIA TransformerEngine Debug Log NVFP4 Stats
Heuristics
- Heuristic:Microsoft LoRA Fan In Fan Out Transpose
- Heuristic:Haotian liu LLaVA Tokenizer Version Offset Correction
- Heuristic:Deepspeedai DeepSpeed Shared Memory Sizing
- Heuristic:Truera Trulens Temperature Zero For Deterministic Scoring
- Heuristic:Neuml Txtai Faiss Index Sizing Tip
- Heuristic:Sdv dev SDV CTGAN Column Performance
- Heuristic:Mlfoundations Open flamingo KV Cache Classification Optimization
- Heuristic:Mage ai Mage ai Parallel Sink Concurrency Limit
- Heuristic:Axolotl ai cloud Axolotl Attention Mechanism Selection
- Heuristic:Anthropics Anthropic sdk python Warning Deprecated LegacyAPIResponse
Environments
- Environment:Intel Ipex llm Pipeline Parallel Environment
- Environment:Openai Evals Python Runtime
- Environment:Langgenius Dify Node Frontend Environment
- Environment:Microsoft BIPIA DeepSpeed Finetuning Environment
- Environment:Astronomer Astronomer cosmos Kubernetes Provider
- Environment:Scikit learn Scikit learn Python Runtime Environment
- Environment:Bigscience workshop Petals Python Hivemind
- Environment:Apache Druid Druid Cluster Api
- Environment:Ggml org Llama cpp CUDA GPU Environment
- Environment:OpenBMB UltraFeedback vLLM Multi GPU Environment