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
80
Trust
701
Stars
#1

Gradio

Similarity 145Trust 99Excellent 100

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

43K starsJun 15, 2026 pushdata-analysisPythonData Analysis
$ npx skills add gradio-app/gradio
#2

Streamlit

Similarity 144Trust 95Excellent 100

Streamlit β€” A faster way to build and share data apps.

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

Machine Learning Complete

Similarity 143Trust 86Strong 77

A comprehensive machine learning repository containing 30+ notebooks on different concepts, algorithms and techniques.

5.0K starsSep 22, 2023 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add Nyandwi/machine_learning_complete
#4

Awesome Python Data Science

Similarity 139Trust 91Excellent 100

Probably the best curated list of data science software in Python.

3.5K starsApr 13, 2026 pushdata-analysisData AnalysisClaude Code
$ npx skills add krzjoa/awesome-python-data-science
#5

Best Of Ml Python

Similarity 135Trust 95Excellent 100

πŸ† A ranked list of awesome machine learning Python libraries. Updated weekly.

24K starsJun 11, 2026 pushdata-analysisData AnalysisClaude Code
$ npx skills add lukasmasuch/best-of-ml-python
#6

AI Expert Roadmap

Similarity 135Trust 90Excellent 100

Roadmap to becoming an Artificial Intelligence Expert in 2022

31K starsSep 12, 2025 pushdata-analysisJavaScriptData Analysis
$ npx skills add AMAI-GmbH/AI-Expert-Roadmap
#7

Data Science Roadmap

Similarity 129Trust 88Excellent 90

Data Science Roadmap from A to Z

4.3K starsDec 6, 2025 pushdata-analysisData AnalysisClaude Code
$ npx skills add Moataz-Elmesmary/Data-Science-Roadmap
#8

Data Science On Gcp

Similarity 129Trust 93Excellent 93

Source code accompanying book: Data Science on the Google Cloud Platform, Valliappa Lakshmanan, O'Reilly 2017

1.4K starsFeb 20, 2026 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add GoogleCloudPlatform/data-science-on-gcp
#9

Data Science For Beginners

Similarity 128Trust 96Excellent 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
#10

Reflex

Similarity 128Trust 95Excellent 100

πŸ•ΈοΈ Web apps in pure Python 🐍

29K starsJun 13, 2026 pushdata-analysisPythonData Analysis
$ npx skills add reflex-dev/reflex
#11

Scikit Learn

Similarity 128Trust 93Excellent 100

scikit-learn: machine learning in Python

66K starsJun 13, 2026 pushdata-analysisPythonData Analysis
$ npx skills add scikit-learn/scikit-learn
#12

Nannyml

Similarity 127Trust 87Excellent 87

nannyml: post-deployment data science in python

2.1K starsJul 12, 2025 pushdata-analysisPythonData Analysis
$ npx skills add NannyML/nannyml
#13

Fg Data Profiling

Similarity 127Trust 97Excellent 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
#14

Imbalanced Learn

Similarity 126Trust 97Excellent 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
#15

Ml Workspace

Similarity 125Trust 83Strong 76

πŸ›  All-in-one web-based IDE specialized for machine learning and data science.

3.5K starsJul 26, 2024 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add ml-tooling/ml-workspace
#16

ML CaPsule

Similarity 125Trust 88Excellent 85

ML-capsule is a Project for beginners and experienced data science Enthusiasts who don't have a mentor or guidance and wish to learn Machine learning. Using our repo they can learn ML, DL, and many related technologies with different real-world projects and become Interview ready.

659 starsJun 13, 2026 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add Niketkumardheeryan/ML-CaPsule

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.

Next step

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