Overview Indexing is MongoDB – a key aspect to managing and executing your database queries efficiently in data science Learn…
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How to Create Aggregation Pipelines in a MongoDB Database Using PyMongo
Overview We will discuss aggregation pipelines in MongoDB. We will see how to use the operator like the match, group,…
Continue ReadingTop 4 Sentence Embedding Techniques using Python!
Overview Learn about the word and sentence embeddings Know the top 4 Sentence Embedding Techniques used in the Industry …
Continue ReadingQuery a MongoDB Database using PyMongo!
Overview We will discuss how you can query a MongoDB database using the PyMongo library. We will cover basic aggregation…
Continue ReadingTop 4 Pre-Trained Models for Image Classification with Python Code
Introduction The human brain can easily recognize and distinguish the objects in an image. For instance, given the image of…
Continue ReadingWant to Ace Data Science Hackathons? This Feature Engineering Guide is for you
Overview Feature engineering is a key aspect in acing data science hackathons Learn how to perform feature engineering here as…
Continue ReadingYour Guide to Getting Started with Geospatial Analysis using Folium (with multiple case studies)
Overview Geospatial analysis is taking on an ever more important role in the industry The Folium library in Python helps…
Continue ReadingWhat are Python Iterators and Generators? Programming Concepts Every Data Science Professional Should Know
Iterators – One at a Time! Python is a beautiful programming language. I love the flexibility and the incredible functionality…
Continue ReadingYour Social Distancing Detection Tool: How to Build One using your Deep Learning Skills
Overview Learn how to build your own Social Distancing Tool using your Deep Learning and Computer Vision skills Understand the…
Continue ReadingAn Introduction to Machine Learning Libraries for C++
Introduction I love working with C++, even after I discovered the Python programming language for machine learning. C++ was the…
Continue ReadingHands-On Tutorial on Real-Time Lane Detection using OpenCV (Self-Driving Car Project!)
Introduction I got a glimpse of my first self-driving car almost a decade ago when the folks at Google were…
Continue ReadingA Beginner’s Guide to Exploratory Data Analysis (EDA) on Text Data (Amazon Case Study)
The Importance of Exploratory Data Analysis (EDA) There are no shortcuts in a machine learning project lifecycle. We can’t simply…
Continue ReadingMachine Learning using C++: A Beginner’s Guide to Linear and Logistic Regression
Why C++ for Machine Learning? The applications of machine learning transcend boundaries and industries so why should we let tools…
Continue ReadingException Handling in Python – Get Rid of those Errors!
Introduction Errors are the bane of a programmer’s existence. You write an awesome piece of code, are ready to execute…
Continue ReadingHow to Read Common File Formats in Python – CSV, Excel, JSON, and more!
Introduction I have recently come across a lot of aspiring data scientists wondering why it’s so difficult to import different…
Continue ReadingBuild your Own Object Detection Model using TensorFlow API
The World of Object Detection I love working in the deep learning space. It is, quite frankly, a vast field…
Continue ReadingHow to Join Multiple Dataframes in Python
The Challenge of Merging Multiple Dataframes in Python Here’s a scenario that trips up almost every fresher and aspiring data…
Continue ReadingBuild Your First Text Classification model using PyTorch
Overview Learn how to perform text classification using PyTorch Understand the key points involved while solving text classification Learn to…
Continue ReadingImage Augmentation for Deep Learning using PyTorch – Feature Engineering for Images
Well, this helps make our deep learning model more robust. Let’s see how we can do that. We will use…
Continue ReadingWant to Build Machine Learning Pipelines? A Quick Introduction using PySpark
Here’s the caveat – Spark’s OneHotEncoder does not directly encode the categorical variable. First, we need to use the String…
Continue Reading4 Proven Tricks to Improve your Deep Learning Model’s Performance
You should definitely check out the below popular course if you’re new to deep learning: Computer Vision using Deep Learning…
Continue ReadingDeep Learning for Everyone: Master the Powerful Art of Transfer Learning using PyTorch
Solving the Challenge using Transfer Learning I’ve touched on this above and I’ll reiterate it here – we will…
Continue ReadingBuild an Image Classification Model using Convolutional Neural Networks in PyTorch
Implementing CNNs using PyTorch We will use a very simple CNN architecture with just 2 convolutional layers to extract…
Continue Reading9 Powerful Tips and Tricks for Working with Image Data using skimage in Python
The colored images have more information as compared to the grayscale images but the size of the images is very…
Continue ReadingStep-by-Step Deep Learning Tutorial to Build your own Video Classification Model
Let’s read it as well: View the code on Gist. This is how the first five rows look like. We…
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