My Tesla Model 3 "Keyfob"

Inspired by a few folks on a few forums online , I took the liberty to extend their idea using a IoT Button, that acts as a simple “keyfob” for the Model 3. The main goal was being to allow my daughter to lock and unlock the car at home. She is too young to have a phone, and without a more traditional fob, this gets a little annoying. I extended the original idea, to understand the different presses (Single, Double, and Long press), and accordingly called the appropriate API to lock the car (single press - think of it as a single click), unlock on a double press, and open the charge port on a long press (when one presses and holds the button 2-3 secs)....

August 7, 2018 · 1 min · Amit Bahree

Windows Tesla Auth Token Generator

If you have a Tesla, and are using (or wanting to use) 3rd party tools or data loggers, the one think they of course need is to authenticate your details with Tesla. A simple, but insecure way is to use your Tesla credentials - and surprisingly many people just happily share and use this. I wasn’t comfortable doing this - after-all, they have access to your account where you can control a lot of things....

August 6, 2018 · 2 min · Amit Bahree

The merits of #AI

Thought of the week: Artificial Intelligence stands no chance against natural Stupidity. #ArtificalIntelligence

July 2, 2018 · 1 min · Amit Bahree

#ML training data

Seem like my training data for the car - perhaps a hint of #bias. 😂 #GeekyJokes #ML #AIJokes

June 15, 2018 · 1 min · Amit Bahree

Neural network basics & Activation functions

Neural networks have a very interesting aspect – they can be viewed as a simple mathematical model that defines a function. For a given function $f(x)$ which can take any input value of $x$, there will be some kind a neural network satisfying that function. This hypothesis was proven almost 20 years ago (“ Approximation by Superpositions of a Sigmoidal Function ” and “ Multilayer feedforward networks are universal approximators ”) and forms the basis of much of #AI and #ML use cases possible ....

June 12, 2018 · 8 min · Amit Bahree

Netron - deep learning and machine learning model visualizer

I was looking at something else and happen to stumble across something called Netron , which is a model visualizer for #ML and #DeepLearning models. It is certainly much nicer than for anything else I have seen. The main thing that stood out for me, was that it supports ONNX , and a whole bunch of other formats (Keras, CoreML), TensorFlow (including Lite and JS), Caffe, Caffe2, and MXNet. How awesome is that?...

June 11, 2018 · 2 min · Amit Bahree

Analog islands

Analog Islands

June 5, 2018 · 1 min · Amit Bahree

Machine learning use-cases

Someone recently asked me, what are some of the use cases / examples of machine learning. Whilst, this might seem as an obvious aspect to some of us, it isn’t the case for many businesses and enterprises – despite that they uses elements of #ML (and #AI) in their daily life – as a consumer. Whilst, the discussion gets more interesting based on the specific domain and the possibly use cases (of course understanding that some might not be sure f the use case – hence the question in the first place)....

June 5, 2018 · 2 min · Amit Bahree

Synthetic Sound

Trained a model to create a synthetic sound that sounds like me. This is after training it with about 30 sentences - which isn’t a lot. To create a synthetic voice, you enter some text, using which is then “transcribed” using #AI and your synthetic voice is generated. In my case, at first, I had said AI, which was generated also as “aeey” (you can listen here ). So for the next one, changed the AI to Artificial Intelligence....

June 3, 2018 · 1 min · Amit Bahree

My self-driving car

Over the last few weeks, I built a self-driving car - which essentially is a remote control Rx car that uses a raspberry pi running Python, TensorFlow implementing a end-to-end convolution neural network (CNN) Of course other than being a bit geeky, I do think this is very cool to help understand and get into some of the basic constructs and mechanics around a number of things - web page design, hardware (maker things), and Artificial Intelligence principles....

May 31, 2018 · 3 min · Amit Bahree

Cloud and failure

Despite all the cloud talk and where I live, it is like the cloud mecca, for enterprises it is still quite new and many are just starting to think about it. A hard lesson that many of us learn (and partly how we amass our scars) is to design for failures. For those, who run things in their enterprises data center, are quite spoilt I think. Failures are rare, and if machines or state goes down, moving to another one isn’t really a big deal (of course it is a little more complex, and not to say, there isn’t any down time, or business loss, etc....

May 30, 2018 · 3 min · Amit Bahree

From managers to leaders

Recently, a few of us went through a workshop where one of the ‘homework’ was to score oneself, on the following 7 aspects – some of these are attributes that allows one to grow from being (hopefully) good managers to great leaders. In most enterprises, as one grows in their career, managers need to acquire new capabilities – and quickly. What they have, in terms of skills and capabilities and got her or him to this place, won’t be enough for the next step – as the scope and complexity increases it can leave executives underwhelmed....

May 29, 2018 · 3 min · Amit Bahree

Download Build deck and video (2018)

Just as last year , I wrote a PowerShell script using which you can download the PowerPoint decks, and, videos from Microsoft Build’s conference, instead of streaming it (or manually download it one by one). You can choose if you want the decks, or the videos, or both. For the videos you can choose the desired resolution (Low, Medium, High) – of course the higher the resolution, the more space is needed....

May 27, 2018 · 6 min · Amit Bahree

Certificate error with git and Donkey Car

If you were trying to pull the latest source code on your Raspberry Pi for donkeycar, and get the following error, then probably your clock is off (and I guess some nonce is failing). This can happen if your pi had been powered off for a while (as in my case), and it’s clock is off ( clock drift is a real thing) :). fatal: unable to access '': server certificate verification failed....

May 23, 2018 · 1 min · Amit Bahree

AI photo and style transfer

Can #AI make me look (more) presentable? The jury is out I think. This is called style transfer, where the style/technique from a kind of painting (could be a photos too) is applied to an image, to create a new image. I took this using the built-in camera on my machine sitting at my desk and then applying the different kind of ‘styles’ on it. Each of these styles are is a separate #deeplearning model that has learned how to apply the relevant style to a source image....

May 22, 2018 · 2 min · Amit Bahree

Artificial Intelligence (AI)

Yesterday it worked Today it is not working #AI is like that #Haiku #GeekyHaiku #GeekyJokes

March 1, 2018 · 1 min · Amit Bahree

Error messages

Rather than a beep Or a rude error message, These words: “File not found.” #Haiku #GeekyHaiku #GeekyJokes

November 27, 2017 · 1 min · Amit Bahree

DARPA's perspective on AI

One of the challenges we have with AI is that there isn’t any universal definition - it is a broad category that means everything to everyone. Debating the rights, and, the wrongs, and the should’s and the shouldn’t s is another post though. DARPA outlines this as the “programmed ability to process information” and across a certain set of criteria that span across perceiving, learning, abstracting, and, reasoning. AI Scale Intelligence They classify AI in three waves - out outlined below....

October 11, 2017 · 4 min · Amit Bahree

Cognitive Bias

Cognitive Bias

September 28, 2017 · 1 min · Amit Bahree

So choked up

September 6, 2017 · 0 min · Amit Bahree