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AI Fundamentals
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2024 was an exciting year in the data and AI space. We’ve seen an array of changes, developments, and new technology this year, and we’ve been working hard to cover the latest developments and deliver learning resources for all things data. Here, we’ve pulled together some of the highlights of the year, with the best data and AI articles of 2024.
Top LLM and Generative AI Blogs
Perhaps the most-liked articles we’ve released so far this year have been related to AI and LLMs. The field has seen some huge shifts through the last twelve months with many unexpected and exciting announcements. Here are a few that have stood out with our readers:
1. OpenAI’s O3: Features, O1 Comparison, Release Date & More
A late entry on the list from OpenAI’s 12 Days of Christmas announcements. This blog will help you learn about OpenAI’s o3 and o3 mini, including their release dates, key features, ARC AGI breakthroughs, and safety innovations like deliberative alignment.
2. GPT-4o Guide: How it Works, Use Cases, Pricing, Benchmarks
Back in May, OpenAI announced its GPT-4o model. While it wasn’t the GPT-5 that everyone expected, it still signified a step forward in what we’d seen to date. Since then, many of the new features have become a standard part of ChatGPT.
3. What Is Meta's Llama 3.3 70B? How It Works, Use Cases & More
Meta also introduced a new update in December with Llama 3.3, a 70B parameter model delivering performance comparable to Llama 3.1 405B but with significantly lower computational demands.
4. Best Generative AI Certifications in 2025
With such an emphasis on generative AI this year, we updated our guide to generative AI certifications to make sure it was up-to-date with all the latest developments in the space. Including our own AI Fundamentals Certification.
5. Claude Artifacts 101: Types, Use Cases, Sharing, and Remixing
Claude Artifacts, announced in July, are a new way to work with AI-generated content. Using Anthropic’s latest tools, you can create, edit, and share interactive documents, code snippets, and website designs directly in Claude.
6. LLMOps Essentials: A Practical Guide to Operationalizing Large Language Models
As LLMs become a more crucial part of organizations’ day-to-day, LLMOps has rapidly become an essential discipline. Our guide explores the essentials of how to operationalize Large Language Models for efficiency and reliability in AI applications.
7. Prompt Optimization Techniques: Prompt Engineering for Everyone
Prompt optimization helps you to get the best possible responses when interacting with LLMs. Our guide introduces you to prompt optimization, covering techniques such as being specific, providing context, defining the desired format, and using examples, as well as more advanced strategies like role-playing and chain-of-thought prompting.
Top Blogs for Interview Preparation and Career Guides
There’s little surprise that our readers love content around careers and interview prep. With the industry developing at a rapid pace, it’s no surprise that learners are seeking out how to further their careers and keep up-to-date with the latest in interview questions, certifications, and career development. Here are some of the most popular ones of the year:
8. AWS Certifications in 2024: Levels, Costs & How to Pass
AWS certifications have become some of the most sought-after credentials in the tech world. Our guide dives deep into the different certification levels, the costs involved, and actionable tips to ace the exams.
9. Tableau Certifications Guide: Certification Levels, Costs & How to Pass
As much as Cloud and AI have become popular, data science techniques like data visualization are still essential. This article is a full guide on how you can achieve Tableau certifications, complete with study strategies and exam insights.
10. A Guide to PyTorch Certifications & Certificates
As PyTorch has grown in popularity, certifications have become a valuable way to showcase your skills. This guide highlights the available options and provides tips for getting certified.
11. Navigating R Certifications in 2024: A Comprehensive Guide
The R programming language is still as important in 2024 as it ever has been. Our guide on R certifications helps you navigate the different R certification pathways and choose the right one for your career goals.
12. Top 45 AWS Interview Questions and Answers for 2024
Packed with real-world scenarios and solutions, our blog on AWS interview questions is a go-to resource if you’re prepping for AWS interviews.
13. 20 Top SQL Joins Interview Questions
SQL remains a cornerstone of data work, and mastering joins is crucial. This guide tackles the most frequently asked SQL joins questions, from basics to advanced concepts.
14. 30 Azure Interview Questions: From Basic to Advanced
As cloud computing becomes more important than ever, our article helps you with your Azure interview preparation, covering questions that span cloud architecture, data services, and deployment strategies.
Top Blogs on AI and Machine Learning Trends
It’s not just generative AI that’s seen developments throughout the last 12 months. The field as a whole, as well as the machine learning discipline, has seen some important developments. We’ve also covered many of the fundamental concepts for our readers:
15. The 12 Best AI Coding Assistants in 2024
Coding assistants powered by AI became indispensable tools for developers. We created this guide to showcase the top options, comparing features, pricing, and use cases.
16. Understanding TPUs vs GPUs in AI: A Comprehensive Guide
Whether you're training neural networks or optimizing inference, understanding the differences between TPUs and GPUs is critical. Our article provides a clear and detailed comparison.
17. Top 10 AI Programming Languages: A Beginner's Guide to Getting Started
From Python to Julia, this guide from June highlights the best programming languages for AI, with tips on getting started based on your goals and expertise level.
18. Attention Mechanism in LLMs: An Intuitive Explanation
Attention mechanisms power much of what makes LLMs work. We wrote this article to simplify the concept with easy-to-follow explanations and examples.
19. Top 7 AI Video Generators for 2024 With Example Videos
AI video generators made waves this year, enabling creators to produce high-quality videos in minutes. This guide explores the top tools and their unique features.
20. AI in Education: Benefits, Challenges, and Ethical Considerations
Here, we explore how AI is transforming education, addressing both the opportunities and the challenges, from personalized learning to ethical concerns.
21. How to Learn Deep Learning in 2024: A Complete Guide
For those intrigued by the AI revolutions and looking to break into deep learning, this guide provides a step-by-step roadmap, covering key resources, projects, and frameworks.
Top Blogs on Data Science and Analytics Projects
For those looking to improve their working knowledge of key concepts in the data, analytics, and AI space, projects remain one of the best ways to gain experience. Here are some of the best project blogs we’ve created this year.
22. 14 Java Projects for All Levels: Beginner, Intermediate, & Advanced
Whether you're new to Java or an experienced developer, this article offers project ideas to enhance your portfolio and hone your skills.
23. 19 Computer Vision Projects from Beginner to Advanced
From object detection to image segmentation, these projects guide learners through implementing core computer vision techniques.
24. 12 LLM Projects for All Levels
In this article, we explored a range of projects to deepen your understanding of large language models, from fine-tuning to real-world applications.
25. Top 11 Data Engineering Projects for Hands-On Learning
Data engineering is becoming one of the most popular specialties in the data world. For aspiring data engineers, we created this guide to offer projects that cover ETL pipelines, database management, and cloud-based workflows.
26. 8 Types of Data Analytics to Improve Decision-Making
Here, you can learn about the different types of data analytics—descriptive, predictive, prescriptive, and more—and how they can enhance decision-making processes.
Final Thoughts
Here we’ve covered just a few of the highlights of what has been a busy year for the DataCamp editorial team. It’s clear that while AI steals the headlines, the industry still cares about data skills and career development. We’re excited to see what 2025 has in stores, and rest assured that we’ll cover all that’s important in the industry!
Author
A senior editor in the AI and edtech space. Committed to exploring data and AI trends.
