Published in Towards Data Science·Jan 19, 2022How Federated Learning advanced COVID-19 diagnosisA case study of success for AI-based diagnosis of COVID-19 — Recently, federated learning was used to massively optimize a machine learning model for COVID-19 diagnosis. In December 2021 a paper titled “Advancing COVID-19 diagnosis with privacy-preserving collaboration in artificial intelligence” was released in the peer-reviewed journal Nature Machine Intelligence. …Federated Learning5 min readFederated Learning5 min read
Published in Towards Data Science·Jan 22, 2021Detection of DeepFakes and other facial image manipulations via AMTENnetA novel approach for the detection of digital facial manipulation — The state-of-the-art of image manipulation techniques allows anyone to alter images and videos in order to swap a person’s identity. Techniques like Deepfake and Face2Face are two relatively novel techniques which have gained popularity recently. …Artificial Intelligence4 min readArtificial Intelligence4 min read
Published in Towards Data Science·Jan 21, 2021Best data science tools for academia in 2021Top 3 tools for a data scientist in academia — The field of data science moves at a different speed than other areas. Machine learning is constantly evolving and libraries like PyTorch and TensorFlow keep improving. Research companies like Open AI and Deep Mind keep pushing the boundaries of what machine learning can do( i.e.: DALL.E and CLIP). On a…Data Science5 min readData Science5 min read
Published in Towards Data Science·Jan 19, 2021Training Efficiency of Deep Learning Models from FacebookKey factors affecting deep learning recommendation models — In a study published by Facebook AI Research (more here) the training efficiency of deep learning models are discussed showcasing data about model architecture and physical infrastructure which is relevant for both industry and academia. Importance of efficiency of deep learning models Deep learning models are widely used by tech giants. According to Facebook AI Research, the…Deep Learning3 min readDeep Learning3 min read
Published in AI Makers·Jan 13, 2021The state of AI: A must-read report on Artificial IntelligenceThe State of AI report is produced by AI investors Nathan Benaich and Ian Hogarth. It analyses the most recent and relevant developments in AI and is updated at the end of every year. …Artificial Intelligence3 min readArtificial Intelligence3 min read
Published in AI Makers·Jan 6, 2021What is the big deal with Jupyter Notebook?With each passing day, the number of python notebooks keeps growing. Developers have embraced Jupyter Notebook into their lives and now it has become a must-have in the industry. Every day I keep finding a lot of useful notebooks rather than a regular .py …Python4 min readPython4 min read
Published in Towards Data Science·Aug 26, 2020My findings on using machine learning for sports betting: Do bookmakers always win?A naive money-oriented idea? — One afternoon, in the middle of my holidays the thought of using machine learning to predict football results in the premier leagues came to my mind. I have never bet on sports myself because I do not like to dispose of the money, I make that way. However, I entertained…Machine Learning4 min readMachine Learning4 min read
Published in Towards Data Science·Jan 3, 2020Google AI for breast cancer detection beats Doctors.The AI developed by Google detects breast cancer with higher accuracy — The goal of an AI is to create algorithms, robots, and technology capable of functioning in an intelligent (human-like) manner. One of Google’s AI tools has shown skills of detection of breast cancer which are similar if not better than those of a trained doctor. In a study published in…Machine Learning3 min readMachine Learning3 min read
Published in Towards Data Science·Dec 27, 2019How to make a vehicle autonomousKey aspects of autonomous vehicles — When thinking about autonomous vehicles we consider the idea of a car that can take us from origin to destination without the need for human intervention. Various levels of autonomy have been defined by SAE International (Society of Automotive Engineers). Ranging from level 0 which are our daily-use utility vehicles…Self Driving Cars6 min readSelf Driving Cars6 min read
