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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:Haifengl Smile Nearest Neighbor Search
- Workflow:NVIDIA DALI Object Detection Training TensorFlow
- Workflow:Volcengine Verl Vision Language Model RL Training
- Workflow:Ggml org Ggml GPT2 Text Generation
- Workflow:Risingwavelabs Risingwave CDC Data Replication
- Workflow:Deepspeedai DeepSpeed Inference Engine Optimization
- Workflow:Rapidsai Cuml GPU Clustering
- Workflow:Google deepmind Dm control Multi Agent Soccer Setup
- Workflow:FlowiseAI Flowise Chatbot Deployment
- Workflow:Huggingface Datatrove Summary Statistics
Principles
- Principle:Ggml org Llama cpp Multimodal Language Model Loading
- Principle:Romsto Speculative Decoding Rejection Sampling Adjustment
- Principle:Apache Hudi Streaming Write Execution
- Principle:Apache Spark PR Merge Workflow
- Principle:Diagram of thought Diagram of thought Iterative Propose and Critique
- Principle:Mlflow Mlflow Prompt Template Design
- Principle:Iterative Dvc Dependency Graph Construction
- Principle:FMInference FlexLLMGen Model Compression Configuration
- Principle:Anthropics Anthropic sdk python Streaming Structured Output
- Principle:Promptfoo Promptfoo CLI Utilities
Implementations
- Implementation:NVIDIA NeMo Aligner Process Anthropic HH Chat Prompt
- Implementation:InternLM Lmdeploy KvCacheUtils
- Implementation:Run llama Llama index CrossEncoderFinetuneEngine
- Implementation:ArroyoSystems Arroyo Redis Lookup
- Implementation:Speechbrain Speechbrain AMI Diarization Experiment
- Implementation:Haosulab ManiSkill Articulation
- Implementation:Microsoft Onnxruntime CUDA ResizeGrad
- Implementation:Hiyouga LLaMA Factory KTransformers Integration
- Implementation:Facebookresearch Audiocraft MultiPeriodDiscriminator
- Implementation:Openai Whisper DTW
Heuristics
- Heuristic:OpenRLHF OpenRLHF Gradient Checkpointing Memory Tip
- Heuristic:Cypress io Cypress V8 Snapshot Memory
- Heuristic:Guardrails ai Guardrails RAIL Argument Parsing Security
- Heuristic:Vibrantlabsai Ragas Warning Deprecated Legacy LLM Wrappers
- Heuristic:Openai Whisper SDPA Disabling For Attention Extraction
- Heuristic:Microsoft Autogen Warning Deprecated JSON Env Files
- Heuristic:Facebookresearch Habitat lab VER Tuning Guidelines
- Heuristic:Unstructured IO Unstructured Multi Python Matrix
- Heuristic:Openai Openai node Stream Usage Interruption
- Heuristic:Spotify Luigi Streaming MapReduce Processing
Environments
- Environment:Mage ai Mage ai Singer SDK And Joblib Runtime
- Environment:Kornia Kornia ONNX Runtime Environment
- Environment:Kubeflow Kubeflow Kubernetes Cluster Environment
- Environment:Spcl Graph of thoughts Local LLaMA GPU Inference
- Environment:VainF Torch Pruning CUDA GPU Benchmarking
- Environment:Alibaba MNN Python Export Environment
- Environment:Datahub project Datahub Python Ingestion
- Environment:Tencent Ncnn PyTorch Environment
- Environment:Protectai Llm guard ONNX Runtime Acceleration
- Environment:Huggingface Datatrove IO Dependencies