Certifications Guide: BIGDataAIHub
BIGDataAIHub
The resources below have been curated by IMI BigDataAIHub. They include free and free-to-audit courses, certifications, tutorials, and learning materials.
| Certification | Provider | Description | Time to complete |
|---|---|---|---|
| Intro to SQL: Querying and managing data | Khan Academy | Teaches you how to use SQL to store, query, and manipulate data in relational databases. |
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| Introduction to Networking | Coursera | Covers networking fundamentals, including the OSI model, TCP/IP protocols, Ethernet technology, and data center requirements. |
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| Introduction to Python | Kaggle | A course that introduces Python syntax, functions, conditionals, loops, and data structures like lists and dictionaries, with hands-on exercises tailored for data science applications. |
5 hours |
| Learn Data Analysis with Pandas | Codeacademy | A course that covers tabular data manipulation and analysis using Python's Pandas library, covering data ingestion, cleaning, aggregation, and integration with Scipy and Matplotlib. |
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| Learn Python 3 | Codeacademy | Introduces Python fundamentals like variables, loops, functions, and data structures through structured lessons and practical exercises. |
25 hours |
| LLMOps | DeepLearning | Teaches how to fine-tune, deploy, and manage large language models using open-source tools and best practices. |
2 hours |
| Machine Learning Mastery | Jason Brownlee | Learn practical machine learning with Python and scikit-learn, progressing from basics to advanced topics through modules tailored to your interests. |
eBook |
| Mastering Recommender Systems | Class Central | A Class Central video teaching Kaggle Grandmaster strategies for building high-performing recommendation systems. |
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| Pandas Advanced Data | IMIBigDataHub | A video from UTM faculty introducing variables and basic Python programming concepts. |
2 hours |
| Prompt Engineering for ChatGPT | Coursera | Learn to create effective prompts for generative AI tools like ChatGPT to enhance applications in business, education, and everyday tasks. |