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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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|---|---|---|
| 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:Groq Groq python Batch Processing
- Workflow:Microsoft BIPIA Black Box Defense Evaluation
- Workflow:Mlfoundations Open flamingo Data Preparation
- Workflow:Wandb Weave Evaluation Pipeline
- Workflow:Scikit learn contrib Imbalanced learn SMOTE Resampling Pipeline
- Workflow:Facebookresearch Audiocraft JASCO Conditioned Music Generation
- Workflow:DistrictDataLabs Yellowbrick Feature Analysis and Selection
- Workflow:Huggingface Trl Reward Model Training
- Workflow:Google deepmind Dm control Composer Environment Building
- Workflow:Tencent Ncnn PyTorch Model Conversion and Inference
Principles
- Principle:Google deepmind Mujoco Inverse Dynamics
- Principle:Apache Hudi Read Environment Configuration
- Principle:Haotian liu LLaVA Checkpoint Extraction
- Principle:Apache Airflow Callback Event Notification
- Principle:Openai Openai python Realtime Error Handling
- Principle:Huggingface Datasets Row Selection
- Principle:Spcl Graph of thoughts Validation And Improvement
- Principle:Pyro ppl Pyro Funsor Backend HMM
- Principle:AUTOMATIC1111 Stable diffusion webui UI Architecture
- Principle:Alibaba MNN Winograd Kernel Codegen
Implementations
- Implementation:Deepset ai Haystack DocumentRecallEvaluator
- Implementation:Deepspeedai DeepSpeed Initialize For RM
- Implementation:ArroyoSystems Arroyo Tumbling Window
- Implementation:Run llama Llama index LLM Utils
- Implementation:Sgl project Sglang Json Output Parsing
- Implementation:Haosulab ManiSkill PickCube
- Implementation:Langgenius Dify Service Fetch
- Implementation:Apache Beam StreamingDataflowWorker Start
- Implementation:Run llama Llama index AnswerRelevancyEvaluator
- Implementation:Scikit learn Scikit learn OptimizeUtils
Heuristics
- Heuristic:PacktPublishing LLM Engineers Handbook Chunking Strategy By Content Type
- Heuristic:ChenghaoMou Text dedup Fingerprint Batch Size One
- Heuristic:Ggml org Ggml Thread Count Selection
- Heuristic:Mlc ai Web llm Multi Round KV Cache Reuse
- Heuristic:MaterializeInc Materialize CI Retry Strategies
- Heuristic:BerriAI Litellm Streaming Loop Detection
- Heuristic:Liu00222 Open Prompt Injection Cosine Similarity Segmentation Threshold
- Heuristic:Ggml org Llama cpp Batch Size BLAS Minimum
- Heuristic:Facebookresearch Habitat lab VER Tuning Guidelines
- Heuristic:Protectai Llm guard Lazy Scanner Loading
Environments
- Environment:Eric mitchell Direct preference optimization PyTorch CUDA
- Environment:Alibaba ROLL vLLM Inference Environment
- Environment:Heibaiying BigData Notes Flink 1 9 Environment
- Environment:Nightwatchjs Nightwatch BrowserStack Cloud
- Environment:Facebookresearch Habitat lab CUDA GPU Training Environment
- Environment:Infiniflow Ragflow Frontend Node Environment
- Environment:Mlc ai Web llm WebGPU Browser Runtime
- Environment:Neuml Txtai Python Core Dependencies
- Environment:Cypress io Cypress Browser Requirements
- Environment:Spotify Luigi SQLAlchemy Database