Alternatives

Advanced Machine Learning Engineer Roadmap 2024 alternatives for AI agents.

Compare similar skills by workflow fit, trust score, quality, GitHub adoption, maintenance, and install readiness.

Current skill

Advanced Machine Learning Engineer Roadmap 2024

A Full Stack ML (Machine Learning) Roadmap involves learning the necessary skills and technologies to become proficient in all aspects of machine learning, including data collection and preprocessing, model development, deployment, and maintenance.

55
Quality
78
Trust
701
Stars
#1

Gradio

Similarity 143Trust 90Excellent 100

Build and share delightful machine learning apps, all in Python. 🌟 Star to support our work!

43K starsJun 17, 2026 pushdata-analysisPythonData Analysis
$ npx skills add gradio-app/gradio
#2

Streamlit

Similarity 143Trust 88Excellent 100

Streamlit — A faster way to build and share data apps.

45K starsJun 14, 2026 pushdata-analysisPythonData Analysis
$ npx skills add streamlit/streamlit
#3

Best Of Ml Python

Similarity 134Trust 88Excellent 100

🏆 A ranked list of awesome machine learning Python libraries. Updated weekly.

24K starsJun 11, 2026 pushdata-analysisData AnalysisOpenAI Agents
$ npx skills add lukasmasuch/best-of-ml-python
#4

Scikit Learn

Similarity 127Trust 88Excellent 100

scikit-learn: machine learning in Python

66K starsJun 17, 2026 pushdata-analysisPythonData Analysis
$ npx skills add scikit-learn/scikit-learn
#5

Data Science For Beginners

Similarity 127Trust 88Excellent 100

10 Weeks, 20 Lessons, Data Science for All!

36K starsJun 10, 2026 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add microsoft/Data-Science-For-Beginners
#6

Reflex

Similarity 126Trust 88Excellent 100

🕸️ Web apps in pure Python 🐍

29K starsJun 13, 2026 pushdata-analysisPythonData Analysis
$ npx skills add reflex-dev/reflex
#7

Fg Data Profiling

Similarity 125Trust 89Excellent 100

1 Line of code data quality profiling & exploratory data analysis for Pandas and Spark DataFrames.

14K starsApr 22, 2026 pushdata-analysisPythonData Analysis
$ npx skills add Data-Centric-AI-Community/fg-data-profiling
#8

Imbalanced Learn

Similarity 124Trust 89Excellent 100

A Python Package to Tackle the Curse of Imbalanced Datasets in Machine Learning

7.1K starsJun 7, 2026 pushdata-analysisPythonData Analysis
$ npx skills add scikit-learn-contrib/imbalanced-learn
#9

Pandas

Similarity 119Trust 90Excellent 100

Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more

49K starsJun 14, 2026 pushdata-analysisPythonData Analysis
$ npx skills add pandas-dev/pandas
#10

Akshare

Similarity 118Trust 90Excellent 100

AKShare is an elegant and simple financial data interface library for Python, built for human beings! 开源财经数据接口库

20K starsMay 27, 2026 pushdata-analysisPythonData Analysis
$ npx skills add akfamily/akshare
#11

OpenRefine

Similarity 117Trust 90Excellent 100

OpenRefine is a free, open source power tool for working with messy data and improving it

12K starsJun 12, 2026 pushdata-analysisJavaData Analysis
$ npx skills add OpenRefine/OpenRefine
#12

Statsmodels

Similarity 117Trust 88Excellent 100

Statsmodels: statistical modeling and econometrics in Python

11K starsJun 12, 2026 pushdata-analysisPythonData Analysis
$ npx skills add statsmodels/statsmodels
#13

Jimureport

Similarity 116Trust 89Excellent 100

免费的AI可视化报表。一句话描述需求,AI 自动生成报表与数据大屏;同时提供类 Excel 拖拽设计器,兼容 30 余种数据源,轻松应对各类复杂报表场景——帆软、Tableau 的高性价比开源替代。

8.0K starsMay 22, 2026 pushdata-analysisJavaData Analysis
$ npx skills add jeecgboot/jimureport
#14

WeFlow

Similarity 116Trust 85Excellent 100

WeFlow - 一个本地的微信聊天记录导出和年度报告应用

12K starsJun 19, 2026 pushdata-analysisData Analysis
$ npx skills add hicccc77/WeFlow
#15

Cudf

Similarity 116Trust 87Excellent 100

cuDF - GPU DataFrame Library

9.7K starsJun 21, 2026 pushdata-analysisC++Data Analysis
$ npx skills add rapidsai/cudf
#16

Flyte

Similarity 116Trust 89Excellent 100

Dynamic, resilient AI orchestration. Coordinate data, models, and compute as you build AI workflows.

7.1K starsJun 12, 2026 pushdata-analysisGoData Analysis
$ npx skills add flyteorg/flyte

How to choose

When should you switch?

Use an alternative when it has a clearer install path, higher trust score, fresher maintenance, or better platform fit for your current agent stack. Keep Advanced Machine Learning Engineer Roadmap 2024 if it already passes your workflow test and repository review.

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