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Workflows
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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:Promptfoo Promptfoo Custom Provider Integration
- Workflow:Apache Kafka Release Candidate Staging
- Workflow:Dagster io Dagster Dbt Integration
- Workflow:Sdv dev SDV Sequential data synthesis
- Workflow:Huggingface Datatrove Minhash Deduplication
- Workflow:NVIDIA DALI Custom Operator Development
- Workflow:NVIDIA NeMo Aligner Reward Model Training
- Workflow:Microsoft BIPIA Black Box Defense Evaluation
- Workflow:Apache Paimon Table Read Write
- Workflow:Fastai Fastbook Collaborative Filtering
Principles
- Principle:Huggingface Transformers Quantized Inference
- Principle:Ggml org Llama cpp CLI Argument Parsing
- Principle:Fastai Fastbook Language Model Fine Tuning
- Principle:Unslothai Unsloth GGUF Export
- Principle:LLMBook zh LLMBook zh github io LoRA Training Execution
- Principle:Neuml Txtai Text Similarity
- Principle:ClickHouse ClickHouse Stateless Test Execution
- Principle:Eventual Inc Daft Arrow FFI Compatibility
- Principle:InternLM Lmdeploy API Client Integration
- Principle:Bigscience workshop Petals Model Evaluation
Implementations
- Implementation:Marker Inc Korea AutoRAG Run Node Line
- Implementation:Neuml Txtai Topics
- Implementation:Predibase Lorax BGMV Shrink Kernel
- Implementation:Speechbrain Speechbrain Hparams Switchboard Transformer
- Implementation:Google deepmind Mujoco UI Main Header
- Implementation:Datajuicer Data juicer VideoResizeAspectRatioMapper
- Implementation:Tensorflow Tfjs GPT2Preprocessor Constructor
- Implementation:Tensorflow Tfjs CPU Conv3DBackpropInputV2 Kernel
- Implementation:Facebookresearch Audiocraft MagnetLMModel
- Implementation:Kornia Kornia Rgb To Grayscale
Heuristics
- Heuristic:Intel Ipex llm CCL Distributed Training Tips
- Heuristic:Deepset ai Haystack Logging Auto Detection
- Heuristic:Cohere ai Cohere python Embed Auto Batching Strategy
- Heuristic:Infiniflow Ragflow Hybrid Search Fallback Strategy
- Heuristic:Scikit learn contrib Imbalanced learn Sampling Strategy Selection
- Heuristic:SeleniumHQ Selenium Bazel Hermetic Build Requirement
- Heuristic:SeleniumHQ Selenium FindElements For Absence Check
- Heuristic:FlowiseAI Flowise Document Loader Bypass Optimization
- Heuristic:Lucidrains X transformers Sampling Temperature Strategy
- Heuristic:Google deepmind Dm control MJCF Model Composition Gotchas
Environments
- Environment:NVIDIA NeMo Curator Video Codec Stack
- Environment:OpenRLHF OpenRLHF Flash Attention Environment
- Environment:Isaac sim IsaacGymEnvs Pip Dependencies
- Environment:Vllm project Vllm Distributed
- Environment:Cypress io Cypress Linux Display Server
- Environment:Recommenders team Recommenders Spark Environment
- Environment:Openai Openai agents python Voice Dependencies
- Environment:Haotian liu LLaVA OpenAI API Evaluation Environment
- Environment:Run llama Llama index Sentence Transformers Finetuning
- Environment:Sgl project Sglang Triton