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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:Lm sys FastChat MT Bench Evaluation
- Workflow:Eventual Inc Daft Data Lakehouse ETL
- Workflow:Cleanlab Cleanlab CleanLearning Robust Training
- Workflow:Pyro ppl Pyro Discrete Enumeration
- Workflow:Cleanlab Cleanlab Datalab Dataset Audit
- Workflow:Haotian liu LLaVA Two Stage Pretraining and Finetuning
- Workflow:Kserve Kserve Canary Rollout Deployment
- Workflow:Vespa engine Vespa Linguistics text processing pipeline
- Workflow:Huggingface Open r1 GRPO Reasoning Training
- Workflow:Shiyu coder Kronos Qlib Finetuning
Principles
- Principle:Kserve Kserve Batch Inference
- Principle:Turboderp org Exllamav2 Multi GPU Compatibility
- Principle:PacktPublishing LLM Engineers Handbook LoRA Adapter Injection
- Principle:Langchain ai Langchain Public API Surface
- Principle:Alibaba MNN Continuous Integration Testing
- Principle:Guardrails ai Guardrails Observability
- Principle:Pola rs Polars SQL Data Registration
- Principle:Allenai Open instruct Padding Free Training
- Principle:Arize ai Phoenix Span Annotation
- Principle:Haifengl Smile Nearest Neighbor Query
Implementations
- Implementation:Mlc ai Mlc llm Tokenizer Py
- Implementation:Princeton nlp Tree of thought llm Get Task
- Implementation:Online ml River Cluster KMeans
- Implementation:Interpretml Interpret Transpose
- Implementation:Alibaba MNN Torch Model Export
- Implementation:Scikit learn Scikit learn Make Column Selector
- Implementation:Ollama Ollama Llama Arch Header
- Implementation:Haosulab ManiSkill BackendResolution
- Implementation:Avhz RustQuant Curve get rate
- Implementation:Cohere ai Cohere python AssistantMessageResponse Model
Heuristics
- Heuristic:Huggingface Open r1 vLLM GPU Allocation
- Heuristic:Cypress io Cypress Global Install Warning
- Heuristic:ChenghaoMou Text dedup Suffix Array Merge Strategy
- Heuristic:Facebookresearch Habitat lab Mini Batch Environment Divisibility
- Heuristic:Huggingface Peft LoRA Default Configuration
- Heuristic:Hiyouga LLaMA Factory CUDA Memory Optimization
- Heuristic:Openai CLIP Class Name Curation
- Heuristic:Tensorflow Tfjs Memory Management With Tidy
- Heuristic:Eric mitchell Direct preference optimization TF32 Matmul Precision
- Heuristic:Fede1024 Rust rdkafka Partitioner Must Not Block
Environments
- Environment:Ggml org Llama cpp CUDA GPU Environment
- Environment:Shiyu coder Kronos DDP Multi GPU Environment
- Environment:Spcl Graph of thoughts Python 3 8 Runtime
- Environment:Open compass VLMEvalKit Data Storage Environment
- Environment:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Python Environment
- Environment:Bigscience workshop Petals CUDA Server
- Environment:FMInference FlexLLMGen CUDA GPU
- Environment:Wandb Weave LLM Integration Dependencies
- Environment:DataTalksClub Data engineering zoomcamp PySpark Batch Environment
- Environment:TobikoData Sqlmesh GitHub CICD Runner