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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:Haifengl Smile Model Serving Pipeline
- Workflow:Intel Ipex llm RAG With LangChain
- Workflow:Speechbrain Speechbrain Speech Enhancement Training
- Workflow:Ggml org Ggml MNIST Training And Evaluation
- Workflow:Romsto Speculative Decoding Ngram Assisted Speculative Decoding
- Workflow:FlagOpen FlagEmbedding Embedder Finetuning
- Workflow:Groq Groq python Text Embedding
- Workflow:Haotian liu LLaVA Web Demo Deployment
- Workflow:Google deepmind Mujoco GPU batched simulation MJX
- Workflow:Marker Inc Korea AutoRAG RAG Pipeline Optimization
Principles
- Principle:Allenai Open instruct Preference Collation
- Principle:Apache Druid SQL Ingestion Monitoring
- Principle:FMInference FlexLLMGen AIO Performance Benchmarking
- Principle:Ggml org Ggml Tensor Creation
- Principle:Speechbrain Speechbrain CTC Training Loop
- Principle:Online ml River Pipeline Transformers
- Principle:Kubeflow Pipelines Parallel Iteration
- Principle:Duckdb Duckdb Integer Bit Packing
- Principle:NVIDIA TransformerEngine FP8 Current Scaling
- Principle:Microsoft Agent framework Declarative Tool Binding
Implementations
- Implementation:Isaac sim IsaacGymEnvs Serializable
- Implementation:Risingwavelabs Risingwave TracingSlf4jAdapter
- Implementation:Avhz RustQuant Currency
- Implementation:Infiniflow Ragflow FilesHooks
- Implementation:LMCache LMCache Base Transfer Channel
- Implementation:Risingwavelabs Risingwave JNI Binding Header
- Implementation:Langchain ai Langchain BaseChatModel Should Stream
- Implementation:Ollama Ollama XTools Registry
- Implementation:BerriAI Litellm Fallback Utils
- Implementation:Ggml org Llama cpp Common Speculative Draft
Heuristics
- Heuristic:LLMBook zh LLMBook zh github io DPO Beta Hyperparameter
- Heuristic:Princeton nlp SimPO Concatenated Forward Pass
- Heuristic:Princeton nlp SimPO Left Truncation Strategy
- Heuristic:OpenBMB UltraFeedback Principle Distribution Tuning
- Heuristic:DevExpress Testcafe Assertion Retry Timing
- Heuristic:Eric mitchell Direct preference optimization FSDP Batch Size Per GPU
- Heuristic:Turboderp org Exllamav2 Dynamic Generator Tuning
- Heuristic:Marker Inc Korea AutoRAG Batch Size Tuning
- Heuristic:Dotnet Machinelearning Sparsity Threshold Optimization
- Heuristic:Run llama Llama index Embedding Batch Size Tuning
Environments
- Environment:Intel Ipex llm RAG LangChain Environment
- Environment:Microsoft BIPIA Python CUDA GPU Environment
- Environment:Openai Openai node Node 20 Runtime
- Environment:Explodinggradients Ragas Optional Metrics Environment
- Environment:Explodinggradients Ragas LLM Provider Environment
- Environment:Diagram of thought Diagram of thought LLM API
- Environment:Apache Airflow Python Runtime Environment
- Environment:Heibaiying BigData Notes HBase Environment
- Environment:Vllm project Vllm Distributed
- Environment:Interpretml Interpret Visualization Environment