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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:Heibaiying BigData Notes Hive Data Warehouse Operations
- Workflow:Haifengl Smile Data Loading Pipeline
- Workflow:Ggml org Ggml GPT2 Text Generation
- Workflow:Axolotl ai cloud Axolotl Multimodal Vision Finetuning
- Workflow:Treeverse LakeFS External Data Import
- Workflow:Marker Inc Korea AutoRAG RAG Pipeline Optimization
- Workflow:FlowiseAI Flowise Agentflow V2 Creation
- Workflow:Pyro ppl Pyro SVI Training
- Workflow:Dagster io Dagster LLM Fine Tuning
- Workflow:Bitsandbytes foundation Bitsandbytes 8bit LLM Int8 Inference
Principles
- Principle:Marker Inc Korea AutoRAG Corpus Instantiation
- Principle:NVIDIA NeMo Aligner SFT Data Preparation
- Principle:Speechbrain Speechbrain Tacotron2 Acoustic Model Training
- Principle:ClickHouse ClickHouse SIMD Memory Comparison
- Principle:Bigscience workshop Petals Output Decoding
- Principle:Duckdb Duckdb Integer Bit Packing
- Principle:Bigscience workshop Petals Autoregressive Generation
- Principle:Roboflow Rf detr Checkpoint Management
- Principle:Ollama Ollama Adapter Conversion
- Principle:Langgenius Dify OAuthCallbackHandling
Implementations
- Implementation:Axolotl ai cloud Axolotl Setup Reference Model
- Implementation:Datajuicer Data juicer OverallAnalysis Analyze
- Implementation:Ollama Ollama Mtmd Llama4
- Implementation:HKUDS AI Trader Main Parallel
- Implementation:Hpcaitech ColossalAI RLVRRewardModel Class
- Implementation:Snorkel team Snorkel SlicingFunction Init
- Implementation:Kserve Kserve Paddle Image Preprocess
- Implementation:Scikit learn Scikit learn RFE
- Implementation:Run llama Llama index EvaluationResult Analysis
- Implementation:Apache Shardingsphere StorageUnitManager Manage
Heuristics
- Heuristic:Openclaw Openclaw Cache TTL Asymmetric Strategy
- Heuristic:CrewAIInc CrewAI Context Window Management
- Heuristic:Volcengine Verl FSDP Mixed Precision Init
- Heuristic:Sdv dev SDV Sampling Retry Tuning
- Heuristic:Predibase Lorax Quantization Backend Selection
- Heuristic:Vespa engine Vespa KStemmer Dictionary Loading
- Heuristic:Marker Inc Korea AutoRAG Batch Size Tuning
- Heuristic:Iterative Dvc Path Performance Optimization
- Heuristic:Dagster io Dagster Record Over Dataclass
- Heuristic:Kserve Kserve Prefix Cache Consistency
Environments
- Environment:Obss Sahi Python Pycocotools
- Environment:Isaac sim IsaacGymEnvs IsaacGym Preview 4
- Environment:Eric mitchell Direct preference optimization PyTorch CUDA
- Environment:Huggingface Diffusers Training Environment
- Environment:Microsoft DeepSpeedExamples ZeRO Inference Runtime
- Environment:Apache Druid Druid Operator Kubernetes
- Environment:Triton inference server Server TRT LLM Deployment
- Environment:Iterative Dvc DVC Environment Variables
- Environment:Haosulab ManiSkill Python SAPIEN Core
- Environment:Openclaw Openclaw State Directory And Credentials