LLM
The Rise of ChatGPT: Separating Hype from Reality
ChatGPT is part of OpenAI's GPT-3 family of large language models. It is immensely powerful but can confidently …
6 min read
Feb 8, 2023
Blog
Articles
Practical perspectives on AI, ML, and data systems shaped by production experience. The same thinking informs AI system design and decisions at the team level.
Data Pipeline, Orchestration
Which Data Pipeline Orchestration Tool Is Right For You?
With diverse data sources, multi-cloud, and data mesh scenarios becoming increasingly common, a misfit data pipeline …
6 min read
Nov 11, 2022
Machine Learning
What Are Data, Machine Learning, and MLOps Pipelines?
Data pipelines transport data to the warehouse/lake. Machine Learning pipelines transform data before …
3 min read
Oct 8, 2022
MLOps
MLOps for Continuous Integration, Delivery, and Training
Overview of MLOps, ML Pipeline, and ML Maturity Levels for continuous training, integration, and deployment.
5 min read
Sep 28, 2022
MLOps
MLOps Tools & Services
Data, ML, and MLOps services on Google Cloud, AWS, Azure, and other independent tools for end-to-end machine learning …
1 min read
Sep 16, 2022
MLOps
Survey of Machine Learning Lifecycle
Survey of data science and machine learning lifecycle from resource-constrained batch data mining era to current MLOps …
15 min read
Sep 8, 2022
Serverless, Cloud
Serverless Computing on AWS, Azure, and Google Cloud
Which is serverless in IaaS vs CaaS vs PaaS vs FaaS vs SaaS? And serverless compute on aws vs azure vs google cloud.
11 min read
Aug 2, 2022
SQL
Types of SQL Joins: Inner, Left, Right, and Full
Various types of SQL Joins: inner, left, right, full, and cross. Understanding SQL joins will help you in making them …
7 min read
Jul 13, 2022
Datasets
50 Public Datasets for Machine Learning Projects
Best sources to find free real-world public datasets for your machine learning and data science projects.
9 min read
Jul 7, 2022
Machine Learning
5 Reasons Why 78% Machine Learning Projects Fail
Why machine learning and data science projects fail, and what you can do to void it.
6 min read
Jul 7, 2022
Data Visualization, Analytics
Data Visualization Chart Cheatsheets
Cheatsheets and decision trees to find the best visualization for your data and purpose
3 min read
Jun 8, 2022
Learning
Best Path for Developers to Get into Machine Learning
5 steps for devs to learn machine learning: Kaggle micro-courses & competitions, ML Bootcamp, Andrew Ng's ML course, …
4 min read
Feb 27, 2022
Model Evaluation, Model Testing
Model Evaluation vs. Model Testing vs. Model Explainability
Is the model's performance score enough? Testing an ML model is not the same as software testing.
3 min read
Jan 28, 2022
Programming, Trends
Top 10 Programming Languages Portfolio
Most popular programming languages for 2023: Top 10 programming languages and why you should have them in your …
7 min read
Dec 19, 2021
Drivetrain, Analytics
Actionable Insights from 4 Types of Data Analytics
How to collect data and extract actionable insights from descriptive, diagnostic, predictive, and prescriptive data …
12 min read
Aug 6, 2021
SQL, NoSQL
SQL vs. NoSQL Database: When to Use, How to Choose
Difference between SQL and NoSQL database. When to choose NoSQL over SQL. Decision tree to pick from RDBMS, key-value, …
12 min read
Jun 7, 2021
Pandas, Data Wrangling
Pandas Apply: 12 Ways to Apply a Function to Each Row in a DataFrame
How to efficiently iterate over rows in a Pandas DataFrame and apply a function to each row. 5 simple yet faster …
11 min read
Oct 8, 2020
Data Pipeline, Big Data
Scalable Efficient Big Data Pipeline Architecture
Scalable and efficient data pipelines are as important for the success of data science and machine learning as reliable …
11 min read
Mar 3, 2020
Tornado, Microservices
Python Microservices: API, Object, and Storage Data Models
Design API data model for communicating with the service, object model for the application logic, and physical storage …
16 min read
Feb 26, 2020
Tornado, Microservices
Python Microservices: Effective Canonical Logging Across Services
Learn how to design, implement, test, and configure canonical logging across microservices using Python and Tornado web …
11 min read
Feb 24, 2020
Tornado, Microservices
Python Microservices: Build and Test REST Endpoints With Tornado
Learn to implement Tornado HTTP endpoints as a layer on business logic. Tune it to assist debugging, and write unit and …
13 min read
Feb 22, 2020
Tornado, Microservices
Python Microservices: Choices, Key Concepts, and Project setup
Tornado, with AsyncIO APIs, is an efficient framework for building IO-bound Python microservices. Learn key concepts. …
10 min read
Feb 20, 2020
Speech Recognition, Python
Speech Recognition With Python
Google Speech-to-Text, Amazon Transcribe, Microsoft Azure Speech, Watson, Nuance, CMU Sphinx, Kaldi, DeepSpeech, …
19 min read
Feb 14, 2020
DeepSpeech, Speech Recognition
How to Build Python Transcriber Using Mozilla Deepspeech
Learn to build audio transcriber for voice applications using PyAudio and Mozilla DeepSpeech speech-to-text Automated …
6 min read
Jan 15, 2020
Learning
An Engineer’s Trek into Machine Learning
Introduction to data science, machine learning, and deep learning for software engineers and developers, with curated …
16 min read
Jan 2, 2020
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