AI Framework for Beginners: TensorFlow
Mohammad Arshad
CEO DecodingDataScience.com | ?? AI Community Builder (150K+)| Data Scientist | Strategy & Solutions | Generative AI | 20 Years+ Exp | Ex- MAF, Accenture, HP, Dell | Global Keynote Speaker & Mentor | LLM, AWS, Azure, GCP
TensorFlow is one of the most popular?deep learning frameworks out there.?And what makes it particularly appealing is its ecosystem.?So you can develop and train models?using Python amongst several other languages,?and then easily deploy them in the cloud?or on-prem, in the browser, or on mobile devices.
TensorFlow was released in 2015 by Google Brain Team. TensorFlow is Google’s brainchild for machine learning and high-performance numerical computation. Simply put, TensorFlow is an open-source AI framework to perform complex numerical computations in large volumes using data-flow graphs and machine learning. TensorFlow operates on deep neural networks.
We all have been using TensorFlow without even realizing its presence: from Google Photos to Google voice, these applications operate on large clusters of Google hardware.
Tensorflow Architecture
You can use Tensorflow for all sorts of machine learning tasks,?such as image classification,?all the way to natural language processing.?
At its core, it's very similar to NumPy,?but with GPU support.?So it supports distributed computing,?which means it works across multiple devices and services?and it also includes a just-in-time compiler that allows it?to optimize computations.?
In my next articles, I will be talking more about TensorFlow, how we can use it for our AI projects, and what things we should be cognizant of.
In my Data Science course, I go into detail with real-life examples of how these AI frameworks are deployed and interpreted. I simplify important AI concepts for Data Science enthusiasts.
If you have?any questions??or requirements for consultation do get in touch with me on the link below [email protected]
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AI Engineer @ AugurAi | Computer Vision | Deep learning | LLM
2 年Very good content for beginners!
Senior Technical Services & Management Consultant
2 年Syed Nayeemulla Hussaini
Data Scientist, Unify Consulting | Founder, Integrated ML & AI | Multi-Physics Engineer
2 年Mohammad, I am eager to get back to my studies on PyTorch. I found that it's philosophies were VERY close the the approach I used when coding neural nets from scratch in C before Python came out. There was a reason I had to shelve those PyTorch studies for now. That said, I do intend to improve my user skills with TensorFlow, even if ?? Ben Taylor criticizes me for that. One thing I love about TensorFlow is that they chose the Keras front end for 2.0.
Owner at MamaEpps, LinkedIn Top 250 Rising Star Influencers, 63,000 plus Linked In Network (I connect all the right people), Co-Host of The Hempy Hour Podcast. One love is universal love for all and by all people.
2 年Thank you for sharing Mohammad Arshad