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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:Ggml org Ggml MNIST Training And Evaluation
- Workflow:Scikit learn contrib Imbalanced learn SMOTE Resampling Pipeline
- Workflow:HKUDS AI Trader End to End US Stock Trading
- Workflow:Open compass VLMEvalKit Video Benchmark Evaluation
- Workflow:Openai CLIP Zero shot image classification
- Workflow:Infiniflow Ragflow Docker Deployment
- Workflow:Datahub project Datahub Metadata Ingestion Pipeline
- Workflow:Apache Spark Kubernetes Deployment
- Workflow:Apache Dolphinscheduler Datasource Plugin Development
- Workflow:Neuml Txtai Agent Orchestration
Principles
- Principle:Eric mitchell Direct preference optimization Training Loop
- Principle:Intel Ipex llm QLoRA Model Loading
- Principle:Huggingface Trl PPO Trainer Initialization
- Principle:Guardrails ai Guardrails Stream Result Handling
- Principle:Kserve Kserve Controller Deployment
- Principle:Mistralai Client python Stream Event Processing
- Principle:Google deepmind Dm control Manipulation Visualization
- Principle:Eventual Inc Daft Data Preprocessing Regex Extraction
- Principle:Eric mitchell Direct preference optimization Log Probability Extraction
- Principle:Facebookresearch Habitat lab Task Dataset Selection
Implementations
- Implementation:Alibaba MNN FlatBuffers Reflection Generated
- Implementation:FlagOpen FlagEmbedding RetroMAE EnhancedDecoder
- Implementation:LMCache LMCache LRU Evictor
- Implementation:Huggingface Datatrove RegexFilter
- Implementation:Predibase Lorax Base Model
- Implementation:Ggml org Ggml Cpu amx mmq
- Implementation:Liu00222 Open Prompt Injection compute conditional probability
- Implementation:ArroyoSystems Arroyo Tumbling Window
- Implementation:Deepspeedai DeepSpeed ZeRO Init
- Implementation:Google deepmind Mujoco initOpenGL Pattern
Heuristics
- Heuristic:Vespa engine Vespa Document Batch Processing Strategy
- Heuristic:Gretelai Gretel synthetics Mixed Precision Training Tradeoff
- Heuristic:Pola rs Polars Collect All For Diverging Queries
- Heuristic:Danijar Dreamerv3 Percentile Return Normalization
- Heuristic:Kserve Kserve Prefix Cache Consistency
- Heuristic:Tensorflow Tfjs WASM Cross Origin Isolation
- Heuristic:Langfuse Langfuse LLM Rate Limit 24h Abandon
- Heuristic:ContextualAI HALOs TF32 Matmul Acceleration
- Heuristic:NVIDIA DALI Last Batch Policy Selection
- Heuristic:LLMBook zh LLMBook zh github io DPO Beta Hyperparameter
Environments
- Environment:Vllm project Vllm Environment Variables
- Environment:Huggingface Datatrove IO Dependencies
- Environment:Cohere ai Cohere python Python SDK Runtime
- Environment:Vespa engine Vespa FNET Transport Config
- Environment:Axolotl ai cloud Axolotl Multi GPU
- Environment:Unslothai Unsloth Llama Cpp
- Environment:PrefectHQ Prefect Prefect Server Database
- Environment:Treeverse LakeFS S3 Gateway Test Environment
- Environment:Run llama Llama index Sentence Transformers Finetuning
- Environment:Googleapis Python genai Python 3 10 SDK Runtime