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mlops

machine-learning
python
data-science
deep-learning
data-engineering
kubernetes
workflow
ml
llms
pytorch
data-quality
docker
grpc
pipeline
cloud-native
hacktoberfest
orchestration
ai
datascience
data-analysis
dataops
natural-language-processing
distributed-ml
ray
distributed-training
opentelemetry
multimodal
llmops
framework
generative-ai
fastapi
neural-search

GokuMohandas/Made-With-ML
503日前35.1k

Learn how to design, develop, deploy and iterate on production-grade ML applications.

deep-learning
python
data-science
machine-learning
data-engineering
llms
mlops
pytorch
natural-language-processing
data-quality
distributed-ml
ray
distributed-training

jina-ai/jina
501日前19.7k

☁️ Build multimodal AI applications with cloud-native stack

deep-learning
opentelemetry
multimodal
llmops
docker
framework
kubernetes
machine-learning
grpc
generative-ai
mlops
pipeline
cloud-native
fastapi
neural-search
jaeger

argoproj/argo-workflows
501日前14.0k

Workflow Engine for Kubernetes

airflow
dag
argo
knative
argo-workflows
hacktoberfest
kubernetes
machine-learning
workflow
workflow-engine
mlops
gitops
k8s
cncf
cloud-native
batch-processing

dagster-io/dagster
501日前9.7k

An orchestration platform for the development, production, and observation of data assets.

python
data-orchestrator
data-pipelines
dagster
data-science
analytics
data-engineering
workflow
orchestration
scheduler
metadata
mlops
workflow-automation
data-integration
etl

aws/amazon-sagemaker-examples
503日前9.3k

Example 📓 Jupyter notebooks that demonstrate how to build, train, and deploy machine learning models using 🧠 Amazon SageMaker.

deep-learning
aws
data-science
jupyter-notebook
machine-learning
training
examples
mlops
reinforcement-learning
inference
sagemaker

Netflix/metaflow
503日前7.4k

:rocket: Build and manage real-life ML, AI, and data science projects with ease!

python
r
data-science
machine-learning
ml
productivity
ai
model-management
ml-platform
ml-infrastructure
rstats
reproducible-research
r-package
mlops
datascience
high-performance-computing

Avaiga/taipy
501日前5.5k

Turns Data and AI algorithms into production-ready web applications in no time.

python
data-visualization
data-ops
taipy-gui
taipy-core
hacktoberfest
data-engineering
hacktoberfest2023
workflow
orchestration
automation
developer-tools
mlops
datascience
pipelines
pipeline

feast-dev/feast
501日前5.1k

Feature Store for Machine Learning

python
features
feature-store
data-science
machine-learning
data-engineering
ml
big-data
mlops
data-quality

flyteorg/flyte
501日前4.5k

Scalable and flexible workflow orchestration platform that seamlessly unifies data, ML and analytics stacks.

data-analysis
python
orchestration-engine
flyte
kubernetes-operator
dataops
data-science
kubernetes
machine-learning
workflow
golang
scale
grpc
mlops
production
data

pytorch/serve
501日前3.9k

Serve, optimize and scale PyTorch models in production

deep-learning
docker
kubernetes
machine-learning
optimization
metrics
cpu
mlops
gpu
pytorch
serving

lancedb/lance
501日前3.1k

Modern columnar data format for ML and LLMs implemented in Rust. Convert from parquet in 2 lines of code for 100x faster random access, vector index, and data versioning. Compatible with Pandas, DuckDB, Polars, Pyarrow, with more integrations coming..

deep-learning
data-analysis
python
dataops
duckdb
data-format
apache-arrow
data-centric
data-science
machine-learning
rust
data-analytics
llms
computer-vision
mlops
embeddings

GoogleCloudPlatform/vertex-ai-samples
503日前1.2k

Sample code and notebooks for Vertex AI, the end-to-end machine learning platform on Google Cloud

python
vertex-ai
data-science
samples
ml
google-cloud-platform
ai
notebook
gcp
mlops