Black Lives Matter - Action and Equality. ... Adafruit is open and shipping.
0

PyTorch and TensorFlow usage in 2019 #PyTorch #TensorFlow #MachineLearning #DataScience #ArtificialIntelligence @cHHillee

From Horace He’s article, “The State of Machine Learning Frameworks in 2019” on The Gradient.

 

Horace He (@cHHillee) recently published an article on The Gradient that looks at trends of machine learning frameworks in academia vs industry. While TensorFlow dominates in industry, there are some striking trends suggesting rapid growth with the PyTorch framework in research. @cHHillee outlines stats for conferences that occurred last year to support this point:

In 2018, PyTorch was a minority. Now, it is an overwhelming majority, with 69% of CVPR using PyTorch, 75+% of both NAACL and ACL, and 50+% of ICLR and ICML.

While PyTorch is seeing success in research, TensorFlow still has higher usage overall (likely driven by industry) with a larger number of job listings, medium articles, and GitHub stars:

…from 2018 to 2019, TensorFlow had 1541 new job listings vs. 1437 job listings for PyTorch on public job boards, 3230 new TensorFlow Medium articles vs. 1200 PyTorch, 13.7k new GitHub stars for TensorFlow vs 7.2k for PyTorch, etc.

@cHHillee goes on to discuss some potential reasons for the preference of PyTorch over TensorFlow in research. The ease of use, simplicity, and performance of PyTorch are all outlined as potential contributors. However, a number of the challenges researchers face with the TensorFlow framework may be absolved with the release of TensorFlow 2.0. on that note, some of the weaknesses of PyTorch were fixed with the introduction of the JIT compiler and TorchScript. @cHHillee suggests that this exhibits convergence of the frameworks. As it stands, both frameworks have momentum in the ML community with strong support. It is likely industry/field-dependent which framework makes the most sense. If you would like to read more comparisons between TensorFlow and PyTorch check out these articles:


We are angry, frustrated, and in pain because of the violence and murder of Black people by the police because of racism. We are in the fight AGAINST RACISM. George Floyd was murdered, his life stolen. The Adafruit teams have specific actions we’ve done, are doing, and will do together as a company and culture. We are asking the Adafruit community to get involved and share what you are doing. The Adafruit teams will not settle for a hash tag, a Tweet, or an icon change. We will work on real change, and that requires real action and real work together. That is what we will do each day, each month, each year – we will hold ourselves accountable and publish our collective efforts, partnerships, activism, donations, openly and publicly. Our blog and social media platforms will be utilized in actionable ways. Join us and the anti-racist efforts working to end police brutality, reform the criminal justice system, and dismantle the many other forms of systemic racism at work in this country, read more @ adafruit.com/blacklivesmatter

Stop breadboarding and soldering – start making immediately! Adafruit’s Circuit Playground is jam-packed with LEDs, sensors, buttons, alligator clip pads and more. Build projects with Circuit Playground in a few minutes with the drag-and-drop MakeCode programming site, learn computer science using the CS Discoveries class on code.org, jump into CircuitPython to learn Python and hardware together, TinyGO, or even use the Arduino IDE. Circuit Playground Express is the newest and best Circuit Playground board, with support for CircuitPython, MakeCode, and Arduino. It has a powerful processor, 10 NeoPixels, mini speaker, InfraRed receive and transmit, two buttons, a switch, 14 alligator clip pads, and lots of sensors: capacitive touch, IR proximity, temperature, light, motion and sound. A whole wide world of electronics and coding is waiting for you, and it fits in the palm of your hand.

Join 20,000+ makers on Adafruit’s Discord channels and be part of the community! http://adafru.it/discord

Have an amazing project to share? The Electronics Show and Tell is every Wednesday at 7pm ET! To join, head over to YouTube and check out the show’s live chat – we’ll post the link there.

Join us every Wednesday night at 8pm ET for Ask an Engineer!

Follow Adafruit on Instagram for top secret new products, behinds the scenes and more https://www.instagram.com/adafruit/

CircuitPython – The easiest way to program microcontrollers – CircuitPython.org


Maker Business — To make it through a tough business cycle, layoffs should be a last resort

Wearables — Everything in its place

Electronics — The Case Of The Disappearing Capacitance

Python for Microcontrollers — Python on Microcontrollers Newsletter: New Hardware, Python Releases and Much More! #Python #Adafruit #CircuitPython @circuitpython @micropython @ThePSF

Adafruit IoT Monthly — BLE Store Capacity Indicator, Aquarium Automation, and more!

Microsoft MakeCode — Virus Destroyer!

EYE on NPI — Maxim’s Himalaya uSLIC Step-Down Power Module #EyeOnNPI @maximintegrated @digikey

New Products – Adafruit Industries – Makers, hackers, artists, designers and engineers! — NewProducts 8/6/2020 Feat. #Adafruit #ST25DV16K I2C #RFID #EEPROM #Breakout – STEMMA QT / Qwiic!

Get the only spam-free daily newsletter about wearables, running a "maker business", electronic tips and more! Subscribe at AdafruitDaily.com !



No Comments

No comments yet.

Sorry, the comment form is closed at this time.