Bootcamp for introduction to Artificial Intelligence
Published 5/2024
Duration: 2h | .MP4 1280x720, 30 fps(r) | AAC, 44100 Hz, 2ch | 0.98 GB
Genre: eLearning | Language: English
Understanding AI at a Conceptual Level: Moving Beyond Just Using Python Libraries and Preexisting Model users
What you'll learn
Gain insights into diverse AI terminologies, from algorithms to neural networks, expanding your knowledge base significantly.
Learn ethical model selection, ensuring alignment with societal values and understanding your role in responsible AI implementation.
Develop hands-on expertise in CNN model creation, mastering design principles for practical application in complex scenarios.
Understand the importance of continuous data validation and thorough model testing to identify and mitigate errors, limitations and ensuring robustness
Fine tuning the model
Requirements
Having a basic understanding of Python programming is a prerequisite for this course, as it serves as the primary language for implementing the concepts taught. Familiarity with Python syntax, data structures, and basic programming concepts will enable you to grasp the course material more effectively and participate in practical exercises. Additionally, proficiency in using Jupyter Notebooks is required as they are commonly used for interactive coding and data analysis in the field of data science and AI. Being comfortable with navigating and executing code in Jupyter Notebooks will facilitate your engagement with course materials and assignments. Furthermore, access to a stable internet connection is essential for accessing course materials, participating in online lectures, and engaging with collaborative activities or discussions. A reliable internet connection ensures uninterrupted learning experiences and timely communication with instructors and peers throughout the duration of the course.
Description
Gain comprehensive insights into diverse AI terminologies, from algorithms to neural networks, significantly expanding your knowledge base. This bootcamp emphasizes ethical model selection, ensuring alignment with societal values and understanding your role in responsible AI implementation.
You will learn the importance of continuous data validation and thorough model testing to identify and mitigate biases, errors, and limitations, ensuring robustness. Develop hands-on expertise in CNN model creation, mastering design principles for practical application in complex scenarios.
This course is designed for a diverse audience, including leaders, developers, and users who are poised to utilize pre-trained and commercially available AI models. Participants are encouraged to exercise caution and mindfulness when leveraging these models, understanding the limitations and implications associated with their deployment.
As stewards of AI technology, it's crucial for users to uphold responsibilities toward society by prioritizing fairness, transparency, and accountability in their AI endeavors. This bootcamp offers comprehensive coverage of AI terminologies, equipping learners with a deeper understanding of the models they're working with.
Whether you're a leader seeking informed decision-making, a developer aiming for proficient model development, or a user navigating AI applications, this course empowers you to navigate the complex AI landscape with confidence and awareness. Learn from industry experts and become proficient in the ethical and practical aspects of AI technology.
Who this course is for:
This course caters to a diverse audience, including leaders, developers, and users who are poised to utilize pre-trained and commercially available AI models. It's imperative for participants to exercise caution and mindfulness when leveraging these models, ensuring they understand potential biases, limitations, and ethical implications associated with their deployment. As stewards of AI technology, it's crucial for users to uphold ethical responsibilities toward society, prioritizing fairness, transparency, and accountability in their AI endeavors. Moreover, this course offers comprehensive coverage of AI terminologies, equipping learners with a deeper understanding of the models they're working with. Whether you're a leader seeking informed decision-making, a developer aiming for proficient model development, or a user navigating AI applications, this course empowers you to navigate the complex AI landscape with confidence and ethical awareness.
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