Concept Drift, Data Drift & Monitoring The most exciting moment of any machine learning system is when you get to deploy your model, but deploying becomes hard due to statistical issues such as “when past model performance is no more guaranteed for future and model performance degrade over a period…

What it is, Why it matters, its importance, and more… Intro: Let gets started with, What is MLops? To put it in simple terms, MLOps or ML Ops is a set of practices that aims to deploy and maintain ML models in production reliably and efficiently from defining the scope(problem…

Lyft motion prediction challenge for self-driving cars — Problem Description The challenge is to predict the movement of traffic agents around the AV, such as cars, cyclists, and pedestrians for 2020. At the same time, the 2019 competition focused on detecting the 3D objects, an important step prior to detecting their movement. …

Intro, cause and practical way of dealing with bias with adversarial learning — When said amplifying bias, the first question that comes to our mind, How AI system amplifies the bias? Discriminative or Generative models are the cause of bias amplification. Because discriminative models are more of“black box” and learn to answer just specific training dataset. The next question raise, What is Discriminative…

SVM with NB feature: State of art performance model variance — Before getting into Model variant of NB and SVM, will discuss when does NB performance better than SVM, which explains the reason for using NBSVM NB and SVM have different options including the choice of kernel function for each. They are both sensitive to parameter optimization (i.e. different parameter selection…

An Intro, importance of Bucketing in RNN and math beyond bucketing — Please go through the RNN(recurrent neural network) model as pre-requisite knowledge to read this story. This story uses the Bottom Up approach for discussing the bucketing in sequence model. Introduces to importances of bucketing and different bucketing techniques The math behind the bucketing in sequence model. Now, will focus on “intro, importances of bucketing and different bucketing techniques”