A lot of organizations seek to engage closely with ML developers, either to increasing product adoption or crowdsource innovation. But a lot of these efforts fall into the trap of "seen-it-done-it-all" trap, where organizations employ the same strategies to engage them which they have utilized for other developers. Machine Learning developers have unique needs from the ecosystem. They face challenges that developers from another stream are largely insulated from. Firstly, ML is a fast-changing domain.

Just a few days away now, Machine Learning Developers Summit, which is to be held on 22-23 Jan in Bengaluru and on 30-31 Jan in Hyderabad, has created a buzz around the tech community. With MLDS, Analytics India Magazine aims to bring in researchers and innovators together on one platform, where they will be presenting their research papers on various topics like machine learning, deep learning, and robotic process automation (RPA). About: In this paper, the author will be presenting a novel approach using graph algorithms for building a product recommendation solution for a publishing company. He will be talking about the developed approach that focuses on the popular books and courses inside a local community identified by the graph algorithms to generate recommendations. About: In this paper, the author will be presenting an idea where they use neural network architectures for attention mechanisms to spot the people who are suffering from prolonged stress.

In 2019, with a vision to bring the data science and machine learning developer community together under one roof, Analytics India Magazine launched India's first exclusive machine learning-focused conference - Machine Learning Developers Summit (MLDS). And this year, AIM is all set to launch the second edition of Machine Learning Developers Summit (MLDS 2020), which is going to be bigger and better. MLDS started its journey in Bangalore last year, but this year, it is on a mission to deliver value to a wide swathe of machine learning enthusiasts. This time, MLDS will also be held in another tech hub Hyderabad. If in case the Bangalore dates do not match your calendar, you have a chance to experience the world of machine learning in Hyderabad as well.