All machine learning models learn how to map inputs to outputs. In deep learning, the ‘learning’ is done via a series of transformations or layers, and each transformation is defined by the weights of that layer. The diagram below illustrates how a simple network works.Initially, the weights are implemented randomly and propagated through the hidden layers of the network … [Read more...] about Demystifying Neural Networks
Artificial Intelligence
Is Machine Learning hard ?
How long does it take to become expert in machine learning?Photo by Charles Deluvio on UnsplashYou really cannot master absolutely anything in the world. All you can do is be good at it, gradually get better than the rest with discipline and rigorous practice and then try to improve yourself further.Anyway, so let me answer some basic questions here. Before starting to get any … [Read more...] about Is Machine Learning hard ?
A Manager’s Word of Caution about Data Science & Machine Learning
Is it the answer to all your quests?Image credit: UnsplashJudgment has been the bedrock of decision-making ever since human beings started trading with each other. Today judgment is one of the primary attributes that differentiate a good manager from the not so good one. Even in team sports, it’s not the best player but, usually, the player with the best judgment who is in … [Read more...] about A Manager’s Word of Caution about Data Science & Machine Learning
#60: Google Pixel car crash detection, Model Search for TensorFlow, an a movie frame search engine
Hey everyone, welcome to Dynamically Typed #60. Two weeks after we were ice skating on the canals, spring has arrived in Amsterdam and I’m sitting on the roof, writing this issue in the sun after a great row this morning! 🌞🚣♂️For productized AI, I wrote about the car crash detection feature on Google’s Pixel phones, and about an NYT article on Exposing.AI, a tool that traces … [Read more...] about #60: Google Pixel car crash detection, Model Search for TensorFlow, an a movie frame search engine
The Typical Process of any Data Science Project
Every data science project can be seen as a sequence of steps, each step depends on the previous ones.Before learning more about data science life cycle, I suggest you take a look in advance at what data science is and what its goals are, by reading this article : Data Science : The Buzzword.Data science is a multidisciplinary field that uses methods, algorithms, mathematics, … [Read more...] about The Typical Process of any Data Science Project
Deep Reinforcement Learning and Representation Learning
Can Increasing Input Dimensionality Improve Deep Reinforcement Learning?One major problem of current state-of-the-art Reinforcement Learning (RL) algorithms is still the need for millions of training examples to learn a good or near-optimal policy to solve the given task. This plays especially a critical role for real-world applications in the industry be it for robotics or … [Read more...] about Deep Reinforcement Learning and Representation Learning
How to do Research in Data Science?
In today’s world, as Software engineers, we all want the highest-paying job. Most of the research from different organizations, institutions, academics, and many more are denoting Data Science, Data Analysis, and Data Engineering. According to my wisdom, day by day, data is growing exponentially. The time is quite close when we may run out of memory. If you check around, the … [Read more...] about How to do Research in Data Science?
Generative Adversarial Networks (GAN): An Intuitive Introduction
Counterfeit items sold on the streets in South Korea [Photo by Adli Wahid on Unsplash]Have you watched the movie Catch Me If You Can, starring Leonardo DiCaprio? It was based on real life story of a conman Frank Abagnale, who forged payroll cheques worth millions of dollars. He became so good at it, that eventually the FBI turned to him to help catch other forgers.GAN are very … [Read more...] about Generative Adversarial Networks (GAN): An Intuitive Introduction
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Deep Learning and Computer Vision Journey
I start my journey with the Python language. Python language is very easy to learn and understanding. From all fields of students are enrolled to learn Python and various technologies which will be easily implemented using Python.Today I share my Journey to becoming Deep Learning and Computer Vision Developer as a Beginner.For Python courses, you can get tons of free content on … [Read more...] about Deep Learning and Computer Vision Journey