Machine Learning for Muggles @Mozilla Punjab

@hackyroot Machine Learning for Muggles Pratik Parmar @hackyroot

@hackyroot I am Pratik Parmar I am here to bore
you with Machine Learning! Hello! You can contact me at @hackyroot

@hackyroot Session Outline 1 What is Machine Learning (ML)? How
is ML different from traditional programming? 2 3 Under the hood: ML with Pizza What is the difference between ML, DL, and AI? The history of Artificial Intelligence Career in ML 4 ML Frameworks Introduction to Machine Learning APIs Sources to learn ML

@hackyroot I think we should be very careful about artificial
intelligence. If I had to guess at what our biggest existential threat is, it’s probably that. - Elon Musk, CEO of SpaceX

@hackyroot Access this presentation with GIFs: https://bit.ly/2JTu8La

@hackyroot

@hackyroot Have you ever wanted to predict the future?

@hackyroot Machine Learning uses historical data to make predictions

Technology Trigger Inflated Expectations Disillusionment Enlightenment Productivity Today

Training Phase Answers Data Rules Machine Learning Model Data Predictions
Inference Phase

@hackyroot Difference between machine learning and AI: If it’s written
in Python, it’s probably ML ! If it’s written in PowerPoint, it’s probably AI ! - Mat Velloso “

@hackyroot AI vs ML vs DL

There’s a revolution in machine learning

Image of retina Blood pressure predictions focus on blood vessels

@hackyroot Traditional Programming vs ML Explicit instructions from programmer Improvements
come from better algorithms System learns patterns from data Improvements may also come from additional data Traditional Programming Machine Learning

@hackyroot Machine Learning Workflow Collect Data Define Objective Train and
Test Model Predict Focus on User

@hackyroot Do you really need ML?

@hackyroot PROJECT ML

@hackyroot Career in machine learning?

@hackyroot

@hackyroot Machine Learning Market will be worth 8.81 Billion USD
by 2022; growing at a CAGR of 44%. - Forbes

@hackyroot Top 5 emerging jobs • Blockchain Developer • Machine
Learning Engineer • Application Sales Executive • Machine Learning Specialist • Professional Medical Representative

@hackyroot Data Scientist is ranked as best job on Glassdoor

@hackyroot

@hackyroot To samasyaa ki he?

@hackyroot Mathematics

@hackyroot Syllabus

@hackyroot Openness

@hackyroot

@hackyroot How would we classify these images?

@hackyroot So, what about this?

@hackyroot And now…?

@hackyroot Pair Work: Run an ML Experiment 1. Find a
partner 2. Go to https://sliceofml.withgoogle.com/ 3. Click "Let’s do this”

@hackyroot Before you get too excited about ML!

@hackyroot Tinkering with TensorFlow http://playground.tensorflow.org/

@hackyroot Most important thing: DATA

@hackyroot TensorFlow / PyTorch / Scikit-learn

@hackyroot Machine Learning Studio by Microsoft • Visual editor for
composing, testing, refining, and deploying machine-learning models.

@hackyroot Deep Learning Studio by Deep Cognition • Design, train,
and deploy deep learning models without coding. • Supports TensorFlow and MXNet. • Works Offline

@hackyroot Which Algorithm to use?

@hackyroot Classification • Predict a category, ◦ what income range
you fall into ◦ which cricket team you cheer ◦ which political party you prefer ◦ most famous, hotdog / not hotdog app

@hackyroot Regression • Predict a value ◦ Someone’s income ◦
The price of fuel ◦ Or the skyrocketing price of house

@hackyroot Anomaly detection • Find anomalies in the data ◦
credit card fraud detection

@hackyroot http://tiny.cc/mlalgo

@hackyroot http://tiny.cc/mlalgo OR https://bit.ly/2WHOAUe

@hackyroot

@hackyroot AutoML

@hackyroot

@hackyroot Machine Learning APIs • Google • Microsoft Vision API
Natural Language API Text-to-Speech API Video Intelligence API Translation API Jobs API

@hackyroot Really wanna learn ML in deep?

@hackyroot • Data Science CS109 from Harvard- My favourite course
indeed! • CS224d Deep learning for Natural Language Processing, Stanford- Really cool but Jedi level course! • Shri Shri Shri Andrew Ng’s machine learning course- Say no more! • DeepLearning.ai’s 4 course mastery to make you a DL expert! • Udacity Deep Learning Course- This would help you a lot. Really! Start your journey with ML !

@hackyroot Ready for the next revolution? https://qrgo.page.link/JskR5

@hackyroot Recap

@hackyroot Before I run away, QnA time...

@hackyroot Thank you! Reach out to me at @hackyroot

Machine Learning for Muggles @Mozilla Punjab

Machine Learning for Muggles @Mozilla Punjab

More Decks by Pratik Parmar

Other Decks in Programming

Featured

Transcript