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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:Huggingface Optimum GPTQ Quantization
- Workflow:Ggml org Llama cpp Interactive Chat
- Workflow:Kserve Kserve InferenceGraph Pipeline
- Workflow:Deepspeedai DeepSpeed Hybrid Engine RLHF Training
- Workflow:Onnx Onnx Version Conversion
- Workflow:Protectai Llm guard Scanner Benchmarking
- Workflow:Kserve Kserve LLM Inference Serving
- Workflow:Shiyu coder Kronos Batch Prediction
- Workflow:Apache Shardingsphere Dynamic Rule Configuration Change
- Workflow:Lucidrains X transformers Autoregressive Language Modeling
Principles
- Principle:Langchain ai Langchain Chat Model Initialization
- Principle:Helicone Helicone Cost Rate Lookup
- Principle:Vllm project Vllm API Server Deployment
- Principle:Neuml Txtai Replaced Token Detection
- Principle:Huggingface Diffusers ControlNet Architecture
- Principle:Apache Flink Fatal Exception Classification
- Principle:Promptfoo Promptfoo Build And Packaging
- Principle:Duckdb Duckdb TLS Cryptography
- Principle:Ggml org Ggml Quantization API
- Principle:Diagram of thought Diagram of thought Prompt Validation Testing
Implementations
- Implementation:MaterializeInc Materialize Zero Downtime Upgrader
- Implementation:CARLA simulator Carla InMemoryMap
- Implementation:NVIDIA TransformerEngine JAX Cpp Quantization
- Implementation:Microsoft Onnxruntime CPU PoolGrad
- Implementation:Huggingface Optimum Save Utils
- Implementation:Interpretml Interpret Powerlift InsecureDocker
- Implementation:Openai Openai python Realtime Server Events
- Implementation:Risingwavelabs Risingwave CassandraFactory
- Implementation:EvolvingLMMs Lab Lmms eval WavCaps Utils
- Implementation:Recommenders team Recommenders Spark Evaluation Classes
Heuristics
- Heuristic:Scikit learn Scikit learn Warning Deprecated PassiveAggressive
- Heuristic:Alibaba MNN GPU Tuning Modes
- Heuristic:Lucidrains X transformers Sampling Temperature Strategy
- Heuristic:Arize ai Phoenix Environment Variable Precedence
- Heuristic:ThreeSR Awesome Inference Time Scaling Empty Venue Default Tip
- Heuristic:Cleanlab Cleanlab Label Quality Scoring Method Selection
- Heuristic:Farama Foundation Gymnasium Render Mode Selection Guide
- Heuristic:FlagOpen FlagEmbedding Dynamic Batch Size Reduction
- Heuristic:Liu00222 Open Prompt Injection BPE Retokenization Parameters
- Heuristic:PacktPublishing LLM Engineers Handbook DPO Training Configuration
Environments
- Environment:Shiyu coder Kronos Qlib Data Environment
- Environment:Alibaba ROLL Ascend NPU Environment
- Environment:Ucbepic Docetl Docker Deployment
- Environment:Google deepmind Mujoco Python Bindings Environment
- Environment:Datahub project Datahub Python Ingestion
- Environment:Kserve Kserve Knative Serving
- Environment:Interpretml Interpret Visualization Environment
- Environment:PacktPublishing LLM Engineers Handbook API Credentials
- Environment:Huggingface Trl Python Core Dependencies
- Environment:VainF Torch Pruning YOLO Pruning Dependencies