As artificial intelligence is growing rapidly and there is a huge demand for AI experts most of the AI companies started producing AI courses online.
The courses which are offered by so many AI research companies and organizations come with both free plan and paid plan.
Here in this article we are going to see about NVIDIA free AI courses and how these courses help the AI enthusiast to shape their AI expertise.
Whether you are a newbie or have gained some expertise, these NVIDIA free online courses certainly help you to gain AI knowledge significantly.
But before deep diving into NVIDIA free online courses let’s understand a little bit about NVIDIA.
NVIDIA
NVIDIA is an American technology company based in Santa clara, California and incorporated in Delaware. NVIDIA is a great company which supplies both software and hardware to the market.
It supplies graphic processing units (GPUs), application programming interfaces (APIs) for high performance computing.
The GPUs of NVIDIA are mostly used in cloud computing and super computers and apart from that GPUs are also used in workstations for applications in various fields such as engineering, architecture, media and entertainment, scientific research, manufacturing design, automotive etc. It has a GeForce line of GPU which is used in video editing, PC gaming and 3D videos etc.
NVIDIA has a market share of 80.2% in the GPU market as of mid 2023. As far as the gaming industry is concerned, the company has given lots of attention to it. It has produced various handheld game consoles, tablets etc. to the gamers.
Apart from GPU design this company also produces CUDA software platform used for various bigger programs. Mostly these are used in supercomputing. Apart from all that, NVIDIA also has a good reputation in the mobile computing market too.
As we have mentioned it also produces a great number of softwares it can also produce audio and video processing softwares which is driven by AI technology and an example of such processing software is NVIDIA Maxine.
Eligibility
Everyone can join these courses.
NVIDIA free online AI courses
Generative AI explained
Generative AI describes technologies that are used to generate new content based on a variety of inputs. Generative AI that deals with the use of neural networks which can identify patterns and structures within existing data to generate new content.
The courses will teach you about Generative AI concepts, applications, challenges and also let you explore the challenges and opportunities that lie in this field.
Generative AI explained – Course Link
Building a brain in 10 minutes
This notebook examines the biological and psychological foundations of the world’s first neural networks.
Learning Objective
- Exploring how neural networks use data to learn.
- Understanding the math behind a neuron.
Topics Covered
- AI data
- Neurons
- TensorFlow
Course Outline
- Data
- Building a neuron
- Initiate training
- Evaluating the model
Building a brain in 10 minute – Course Link
Augment your LLMs using Retrieval Augmented Generation
This is a great course which delves into the workflow that we believe is representative of which you should start. It can save your valuable time while going through all the permutations and decisions you would otherwise make about vector databases, embedding models and LLMs. In this introduction NVIDIA has provided a starting point using components which they used internally in their open source software frameworks.
Augment your LLMs using Retrieval Augmented Generation – Course Link
Building RAG agents with LLMs
The evolution of LLMs are really very revolutionary with retrieval based systems which are at the forefront of this growing technology.
Not only these models are used in automation but it enhances productivity rapidly and significantly capable of holding informed conversations by interacting with a vast array of tools and documents.
This course allows us to explore the potential of these systems, focusing on practical deployment and the efficient implementation required to manage the considerable demands of both users and developing models.
Apart from that participants will gain various advanced orchestration techniques which includes internal reasoning, dialog management and effective tooling strategies.
Learning objectives
- Compare and LLM system which can interact predictably with a user by leveraging internal and external reasoning components.
- Leverage embedding models for efficient similarity queries for content retrieval and dailog quadrailing.
- Design a dialog management and document reasoning system that maintains state and coerces information into the structured formats.
- Implement, modularise and evaluate a RAG agent that can answer questions about the research papers in its dataset without any fine tuning.
Topics Covered
The workshop includes topics such as LLM inference interfaces, pipeline design with LangChain, Gradio and LangServe, Dialog management with running states, working with documents, embedding for semantic similarity and guardrailing and vector stores for RAG agents. Each of these sections is designed to equip participants with the knowledge and skills necessary to develop and deploy advanced LLM systems effectively.
Course Outline
- Introduction to the workshop and setting up the enviornment.
- Exploration of LLM inference interfaces and microservices.
- Designing LLM pipelines using LangChain, Gradioand LangServe.
- Managing dialog states and integrating knowledge extraction.
- Strategies for working with long form documents.
- Utilizing embeddings for semantic similarity and guardrailing.
- Implementing vector stores for efficient document retrieval.
- Evaluation, assessment and certification.
Building RAG agents with LLMs – Course Link
FAQs
Q. What kind of NVIDIA free Online AI Courses are available?
A: There are 4 Free AI courses available. The four AI courses are
- Generative AI explained: you will learn how the AI is creating amazing contents.
- Building a brain in 10 minutes: Here you will learn how neural networks function
- Building Video AI applications at the age: Here you will learn how AI is used in real time video processing.
Q. Who are these NVIDIA free online AI courses for?
A: These AI courses are designed for various levels of students. If you are a beginner then better to start from Generative AI explained, if you are an intermediate and expert learner then you can choose various free and paid courses offered from the NVIDIA.
Q: What are NVIDIA free Online AI courses?
A: NVIDIA free Online AI Courses offers range of topics starting from from foundational concepts to advanced techniques without any cost.