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1,118
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:Bitsandbytes foundation Bitsandbytes 8bit Optimizer Training
- Workflow:Vespa engine Vespa Logging framework initialization
- Workflow:Datajuicer Data juicer Dataset Quality Analysis
- Workflow:Huggingface Datatrove FineWeb Dataset Creation
- Workflow:Facebookresearch Habitat lab HITL Interactive Evaluation
- Workflow:Huggingface Trl Supervised Finetuning
- Workflow:Run llama Llama index Data Ingestion Pipeline
- Workflow:Infiniflow Ragflow Search Application Setup
- Workflow:Rapidsai Cuml Dimensionality Reduction
- Workflow:Cleanlab Cleanlab Object Detection Label Quality
Principles
- Principle:OpenBMB UltraFeedback Score Validation and Correction
- Principle:Mistralai Client python File Upload
- Principle:Tensorflow Serving Resource Arithmetic
- Principle:Facebookresearch Audiocraft Audio Generation Evaluation
- Principle:Langchain ai Langchain Rate Limiting
- Principle:Puppeteer Puppeteer CDP Session Management
- Principle:Groq Groq python Chat Response Parsing
- Principle:NVIDIA NeMo Aligner SFT Data Preparation
- Principle:Allenai Open instruct Preference Data Processing
- Principle:Triton inference server Server Tracing Testing
Implementations
- Implementation:Mlfoundations Open flamingo Evaluate captioning
- Implementation:NVIDIA NeMo Curator RayActorPoolAdapter
- Implementation:Tensorflow Serving GKE Cluster Setup
- Implementation:Langgenius Dify PluginCredentialHooks
- Implementation:Hiyouga LLaMA Factory MCA Workflow
- Implementation:TA Lib Ta lib python CDL Signal Interpretation
- Implementation:Microsoft Playwright TraceV6
- Implementation:Predibase Lorax GPTQ Utils Exllamav2
- Implementation:Tencent Ncnn RVM Example
- Implementation:FMInference FlexLLMGen Policy
Heuristics
- Heuristic:Bitsandbytes foundation Bitsandbytes Blocksize Platform Defaults
- Heuristic:Avdvg InjectGuard Module Level Initialization
- Heuristic:Princeton nlp Tree of thought llm Duplicate Candidate Zeroing
- Heuristic:Volcengine Verl Sequence Length Balancing
- Heuristic:Snorkel team Snorkel Precision Init Prior
- Heuristic:Datajuicer Data juicer Checkpoint Resumption Strategy
- Heuristic:Apache Flink False Positive Availability Optimization
- Heuristic:Romsto Speculative Decoding Shared Tokenizer Requirement
- Heuristic:Tencent Ncnn Letterbox Vs Direct Resize
- Heuristic:Liu00222 Open Prompt Injection PPL Threshold Tuning
Environments
- Environment:ClickHouse ClickHouse Systemd Runtime
- Environment:Roboflow Rf detr ONNX Export Environment
- Environment:NVIDIA NeMo Aligner TensorRT LLM Acceleration Environment
- Environment:Lucidrains X transformers PyTorch CUDA
- Environment:Isaac sim IsaacGymEnvs Python CUDA Runtime
- Environment:Huggingface Datatrove S3 Storage Environment
- Environment:Run llama Llama index Fsspec Remote Storage
- Environment:Openai Whisper Triton
- Environment:ClickHouse ClickHouse CI Docker Environment
- Environment:NVIDIA DALI TensorFlow Environment