Building a Spam Detector Using Pythonβs NTLK Package
Author(s): Bindhu Balu Originally published on Towards AI. NTLK β Natural Language ToolKit In this part, we will go through an end to end walkthrough of building a very simple text classifier in Python 3. Our goal is to build a predictive …
4 Graph Neural Networks you Need to Know (WLG, GCN, GAT, GIN)
Author(s): Edward Ma Originally published on Towards AI. Top highlight Photo by Edward Ma on Unsplash We went through Knowledge Graph Embeddings and Random Walk in previous graph neural network stories. Knowledge graph embeddings train entity embeddings for downstream tasks. On the …
Why Batch Normalization Matters?
Author(s): Aman Sawarn Originally published on Towards AI. Understanding why batch normalization works, along with its intuitive elegance. Batch Normalization(BN) has become the-state-of-the-art right from its inception. It enables us to opt for higher learning rates and use sigmoid activation functions even …
How AI is Revolutionizing the Process of Fintech Firms?
Author(s): Kristy Hill Originally published on Towards AI. Top highlight AI is expanding the development of Fintech Companies and taking care of human issues, by increasing efficiency. How AI is Revolutionizing the Process of Fintech Firms? Artificial Intelligence has revolutionized the finance …
The Rickety Tripod of IBMβs AI Ethics
Author(s): Dr. Adam Hart Originally published on Towards AI. Β© EmTech 2017/MIT The greatest benefit of the English language is its greatest weakness. The same word can be used either very precisely or really very imprecisely with sometimes perplexing and even deathly …
Problem Framing: The Most Difficult Stage of a Machine Learning Project Workflow
Author(s): Benjamin Obi Tayo Ph.D. Originally published on Towards AI. Framing the right problem to tackle with data in a real-world project is not very straightforward Top highlight Photo by You X Ventures on Unsplash In this article, I will discuss why …
Attention! Beginners, Theory: Challenging terms and Methods for Facial Features Recognition
Author(s): Surya Govind Originally published on Towards AI. Theory Explained ( Computer Vision ): Pattern recognition ( Facial Recognition ) with Challenges and possible methods Image by newsroom.cisco.com from Laurence Cruz Energy-saving tip folk: Better start with OpenCV-C++/ Python, https://docs.opencv.org/2.4/modules/contrib/doc/facerec/facerec_tutorial.html is a …
How My Team of Undergrads Won a Data Science Competition for Graduate and Ph.D. Students
Author(s): Brandon Walker Originally published on Towards AI. The Challenge Statement Top highlight I think there are a few secrets to success in data science that I uncovered while doing the Texas A&M Institute of Data Scienceβs Competition. Iβll outline my experience …
EfficientDet: When Object Detection Meets Scalability and Efficiency
Author(s): Aniket Maurya Originally published on Towards AI. EfficientDet, a highly efficient and scalable state of the art object detection model developed by Google Research, Brain Team. It is not just a single model. It has a family of detectors which achieve …
Attention Beginners! Powerful Exposure of Eye Gaze Tracking Procedure
Author(s): Surya Govind Originally published on Towards AI. Explanation of the Existing system and steps required for eye gaze estimation Image from bdtechtalks.com by Ben Dickson. For your convenience, I have added a few importnt explanation links for the concepts that are …
Titanic Challenge β Machine Learning for Disaster Recovery β Part 2
Author(s): Bindhu Balu Originally published on Towards AI. Source: Pxfuel Part-2 β Predictive Model Building Code Location: https://github.com/BindhuVinodh/Titanic—Predictive-Model-Building II β Feature engineering In the previous part, we flirted with the data and spotted some interesting correlations. In this part, weβll see how …
For The Win: An AI Agent Achieves Human-Level Performance in a 3D Video Game
Author(s): Sherwin Chen Originally published on Towards AI. Environment Observation Source: https://deepmind.com/blog/article/capture-the-flag-science In this article, weβll discuss For The Win(FTW) agent, from DeepMind, that achieves human-level performance in a popular 3D team-based multiplayer first-person video game. The FTW agent utilizes a novel …
How Neuroscience and AI Play Politics with our Brains
Author(s): Dr. Adam Hart Originally published on Towards AI. Β© Seanbatty courtesy Pixabay βWhy should you buy the computational theory of the mind? Because it has solved millennia-old problems in philosophy, kicked off the computer revolution, posed the significant questions of neuroscience, …