Hey, there hope you are doing well. So, recently I started going through the Fast.AI deep learning curriculum where two brilliant persons — Jeremy Howard and Rachel Thomas teach Deep Learning. One is a very experienced programmer and another is a mathematician so what could be a better combination .The interesting thing about the course is that it takes the top-down approach to … [Read more...] about Detecting a Car is TESLA or NOT using Deep Learning with Fast.AI
Artificial Intelligence
5 Key Challenges Stopping You From Using AI Commercially
Image Credit: Photo by Markus Winkler on UnsplashStudies have shown that Artificial Intelligence (AI) outperforms humans in tasks such as object detection and object recognition. But why are we not able to incorporate it into real-world applications yet?5 key challenges are holding us back from utilizing AI in solving real-world problems. Inference speed and memory requirements … [Read more...] about 5 Key Challenges Stopping You From Using AI Commercially
Applications of Cluster 🧙♂️
Fifty representative digit images (one per cluster)Another use case for clustering is in semi-supervised learning, when we 🧑✈️ have plenty of unlabeled instances and very few labeled instances. Let’s train a logistic regression model on a sample of 50 labeled instances from the digits dataset:n_labeled = 50log_reg = LogisticRegression()log_reg.fit(X_train[:n_labeled], … [Read more...] about Applications of Cluster 🧙♂️
An A1 experiment in Python using the simple card game 21
Having spent most of my life working, I am not much of a games person, so I have to spend time researching and learning games before I can write programs to simulate them and then write about those games. Even Kaggle, the popular website for data science enthusiasts, has several contests that are actually game simulations. I therefore decided that in order to progress in my … [Read more...] about An A1 experiment in Python using the simple card game 21
Dark Data — the next gold rush
Everything is digital today and all our activities online and offline leave an almost imperceptible electronic trail, Traffic cameras “see” you cross a junction around the same time each weekday, your Phone lets your favorite coffee shop know when and how long you visit through their “free” Wi-Fi.While all of these scenarios are perfectly plausible the data collected by these … [Read more...] about Dark Data — the next gold rush
To succeed in an AI world humans must learn the art of writing
Students from Australia have started the new resolution in school using pen, pencils, and keyboards to learn to write creatively.In the world of technology, AI machines are also learning to write, within a couple of years, they might write or craft far better than humans.The writing normally humans do may soon be done by machine with artificial intelligence.Artificial … [Read more...] about To succeed in an AI world humans must learn the art of writing
A Exploration of Short Text Language Identification
Recently I took an interest in identifying the language of a snippet of text. Let’s say I get a text message. It says “Bienvenue!” If I have seen this word, I’d already have a mental map of the word to its language and meaning. The problem is that people typically understand one language. Maybe two or three languages if you’re gifted. If I were to build a computer to do this, … [Read more...] about A Exploration of Short Text Language Identification
Can Machine Learning Ever Be “Fair” — and What Does That Even Mean?
Let’s say there is a population of dogs living in Puppy City; a new job as a customer support representative at a company has opened up, and the company wants to use machine learning to making a hiring decision. By using machine learning, the company says, they’ll be able to reduce bias in the hiring manager’s decision making process.But there’s a problem — Puppy City … [Read more...] about Can Machine Learning Ever Be “Fair” — and What Does That Even Mean?
The real AI Challenges into the Future
Do not worry, but worryInterviewer: Paolo Tamagnini, KNIMEFrom the left: Rosaria Silipo, Paolo Tamagnini, and Diego Arenas. (Pictures from interviewer and interviewees)Some time ago, after his/her keynote talk at an important conference, a colleague of mine, made the statement that nowadays, every presentation about artificial intelligence (AI) [and related challenges for the … [Read more...] about The real AI Challenges into the Future
Strong Artificial Intelligence
Just was reading about logic, stumbled onto Searle and remembered an old paper I wrote on AI concepts.When we look back on the early days of AI, the Turing Test was the big “hard AI” nut to crack. But our understanding of artificial intelligence has sence been refined. So we can look again at some concepts of artificial intelligence.We want to start with some very hard concepts … [Read more...] about Strong Artificial Intelligence