Deep Tech
Reporting, analysis and features from AIM's Deep Tech section.
A guide to different bias mitigation techniques in machine learning
Bias is the inability to capture the true relationship between the data and the learning line by the machine learning algorithm. It can’t be completely resolved but it could be decreased to a minimum level so that there is a balance betwee…
Sourabh Mehta ·
Meet the winners of Wipro's Sustainability Machine Learning Challenge
The hackathon had close to 1,880 participants and 550+ solutions posted on the leaderboard.
Amit Naik ·
AI chatbot vs human agents, who's winning the e-commerce game?
Artificial intelligence is taking the world of conversational commerce by storm as it helps chatbots add a personal touch to interactions.
kartik.wali ·
A Hands-On Guide to Outlier Detection with Alibi Detect
The detection of dataset elements that differ significantly from the majority of instances is known as outlier detection. There are various visualization methods and statistical tests, such as z-test, Grubb's test and other algorithms used…
Vijaysinh Lendave ·
An idiot’s guide to adversarial attacks in machine learning
The end goal of adversarial attacks is to deceive the model into giving away sensitive information, making incorrect predictions, or corrupting them.
srishti.Mukherjee ·
Step-by-step guide to build a simple neural network in PyTorch from scratch
In this article, we will learn how we can build a simple neural network using the PyTorch library in just a few steps. For this purpose, we will demonstrate a hands-on implementation where we will build a simple neural network for a classi…
Yugesh Verma ·
Hands-on guide to using Vision transformer for Image classification
Vision transformer (ViT) is a transformer used in the field of computer vision that works based on the working nature of the transformers used in the field of natural language processing. Internally, the transformer learns by measuring the…
Yugesh Verma ·
CLIP vs Vision Language Pre-training Vs VisionEncoderDecoder
These seemingly similar models can be confusing to understand to decide which one will be the right choice to apply for a particular setting.
Sreejani Bhattacharyya ·
Yann LeCun sparks a debate on AGI vs human-level AI
Yann LeCun claimed the word AGI should be retired and must be replaced with “human-level AI”.
Akashdeep Arul ·
Meet the winners of IndiaSkills 2021 Nationals
More than 500 candidates from 26 states/UTs participated at the IndiaSkills 2021 Nationals.
poornima.nataraj ·
A beginner’s guide to Spatio-Temporal graph neural networks
Spatio-temporal graphs are made of static structures and time-varying features, and such information in a graph requires a neural network that can deal with time-varying features of the graph. Neural networks which are developed to deal wi…
Yugesh Verma ·
Meet the winners of uHack Sentiments 2.0: Decode Code Words
The hackathon saw 1016 participants and over 250+ solution submissions.
Amit Naik ·
What is Ambient Intelligence?
The technology represents the perfect convergence of the IoT and AI.
srishti.Mukherjee ·
A chance to win prizes worth INR 3.5 lakh and be a part of Wipro! Sign up for Wipro’s Sustainability Machine Learning Hackathon
Wipro, in association with MachineHack, is teeing up a hiring hackathon on 25, January.
Krishna Rastogi ·
AIM announces the first edition of Data Engineering Summit, India’s first conference focussing on this emerging field
In an effort to bring out how organisations can leverage the potential of efficient and product data engineering workflow, Analytics India Magazine is launching the first edition Data Engineering Summit 2022.
Sejuti Das ·
Why scale shouldn’t be an afterthought while developing AI/ML models
There are four verticals every ML project should go through: commodity, procedure, gray hair and rocket science.
poornima.nataraj ·
How to build better data products
According to a survey, less than 40% of organisations are managing data as a business asset.
meeta.ramnani ·
NFTs vs environment: The choice is no longer binary
Indian-founded Bubblehouse is the first carbon-neutral NFT marketplace.
srishti.Mukherjee ·
What is Propensity Model as a service?
Propensity modelling is a set of approaches to predictive models that help in forecasting the behaviour of the target audience.
Shraddha Goled ·
Operations Research: A data science branch that is not often prioritised
A common perception is that operation research (OR) is not useful for data science; furthermore, the overlap between data science and OR is misunderstood.
Shraddha Goled ·