KDnuggets

DECEMBER 14, 2021

We have solicited insights from experts at industry-leading companies, asking: "What were the main AI, Data Science, Machine Learning Developments in 2021 and what key trends do you expect in 2022?" Read their opinions here.

Data Science 159

Data Science Machine Learning Data Data Lake 159

KDnuggets

NOVEMBER 22, 2021

PyTorch and TensorFlow are the two leading AI/ML Frameworks. In this article, we take a look at their on-device counterparts PyTorch Mobile and TensorFlow Lite and examine them more deeply from the perspective of someone who wishes to develop and deploy models for use on mobile platforms.

Deep Learning 159

Deep Learning 159

KDnuggets

NOVEMBER 12, 2021

The PyTorch Deep Learning framework has a C++ API for use on mobile platforms. This article shows an end-to-end demo of how to write a simple C++ application with Deep Learning capabilities using the PyTorch C++ API such that the same code can be built for use on mobile platforms (both Android and iOS).

Deep Learning 122

Deep Learning Coding Python 122

DataKitchen

APRIL 13, 2021

Download the 2021 DataOps Vendor Landscape here. DataOps is a hot topic in 2021. Metis Machine — Enterprise-scale Machine Learning and Deep Learning deployment and automation platform for rapid deployment of models into existing infrastructure and applications. Great Data Minds – Data modernization consulting.

Consulting 120

Consulting Machine Learning Government Data Science 120

ProjectPro

JUNE 6, 2025

Working with audio data has been a relatively less widespread and explored problem in machine learning. In most cases, benchmarks for the latest seminal work in deep learning are measured on text and image data performances. Advance Your Career with the Only Project-Based Deep Learning Online Course !

Deep Learning 45

Deep Learning Project Datasets Machine Learning 45

KDnuggets

NOVEMBER 9, 2021

But this format is not optimized for deep learning work. In this article we are discussing that HDF5 is one of the most popular and reliable formats for non-tabular, numerical data. This article suggests what kind of ML native data format should be to truly serve the needs of modern data scientists.

Deep Learning 121

Deep Learning Data Storage Data Data Management 121

KDnuggets

DECEMBER 7, 2021

A lot of missing values in the dataset can affect the quality of prediction in the long run. Several methods can be used to fill the missing values and Datawig is one of the most efficient ones.

Deep Learning 155

Deep Learning AWS Datasets Data Preparation 155

KDnuggets

DECEMBER 24, 2021

Check out these key development issues and tips learned from personal experience when deploying a TensorFlow-based image classifier Streamlit app on a Heroku server.

Deep Learning 156

Deep Learning Cloud 156

ProjectPro

JUNE 6, 2025

Table of Contents CNN VS RNN: Overview When to Use CNN vs RNN CNN vs RNN: Performance CNN vs RNN: Computation CNN vs RNN for Text Classification CNN vs RNN for Generative Text CNN vs RNN for Text Sentiment Analysis CNN VS RNN: Which one is best for your deep learning project? Become a Certified Deep Learning Engineer.

Project 68

Project Deep Learning Algorithm Machine Learning 68

KDnuggets

DECEMBER 13, 2021

Also: 5 Practical Data Science Projects That Will Help You Solve Real Business Problems for 2022; How to Get Certified as a Data Scientist; A $9B AI Failure, Examined; AI, Analytics, Machine Learning, Data Science, Deep Learning Research Main Developments in 2021 and Key Trends for 2022.

Building 140

Building Deep Learning Data Science Machine Learning 140

KDnuggets

NOVEMBER 12, 2021

The PyTorch Deep Learning framework has a C++ API for use on mobile platforms. This article shows an end-to-end demo of how to write a simple C++ application with Deep Learning capabilities using the PyTorch C++ API such that the same code can be built for use on mobile platforms (both Android and iOS).

Deep Learning 83

Deep Learning Coding Python 83

ProjectPro

JUNE 6, 2025

’s method of colouring images using a deep learning algorithm. Solution Approach: Creating such an application will require you to first train a deep learning algorithm like YOLOv4 with the images of different fruits. Solution Approach: Implementing this project will also require you to use deep learning algorithms.

Project 72

Project Deep Learning Food Algorithm 72

KDnuggets

DECEMBER 15, 2021

In this issue: Building a solid data team; Stop Learning Data Science to Find Purpose and Find Purpose to Learn Data Science; AI, Analytics, Machine Learning, Data Science, Deep Learning Main Developments in 2021 and Key Trends for 2022 - Research, Technology, and Industry perspectives.

Data Science 82

Data Science Machine Learning Deep Learning Building 82

ProjectPro

JUNE 6, 2025

Excellent presentation of data-driven insights is an indispensable step in any data science or machine learning project since the latter involves modelling to fit the data and requires revealing hidden patterns from data. Explore More Data Science and Machine Learning Projects for Practice.

Coding 67

Coding Project Machine Learning Datasets 67

ProjectPro

MARCH 17, 2021

“Machine Learning” and “Deep Learning” – are two of the most often confused and conflated terms that are used interchangeably in the AI world. However, there is one undeniable fact that both machine learning and deep learning are undergoing skyrocketing growth. respectively.

Deep Learning 52

Deep Learning Machine Learning Algorithm Data Science 52

ProjectPro

JUNE 6, 2025

Computer Vision Engineer Interview Questions on Deep Learning: Convolutional Neural Network 1) Explain with an example why the inputs in computer vision problems can get huge. Check Out ProjectPro's Deep Learning Course to Gain Practical Skills in Building and Training Neural Networks!

Engineering 49

Engineering Deep Learning Machine Learning Algorithm 49

ProjectPro

JUNE 6, 2025

Recommended Reading: How to learn NLP from scratch in 2021? Algorithms Applied: BoxCox transformation and Standardization, Neural Network as a Deep Learning architecture, Logistic Regression, Bagging and Boosting , Recursive Feature Elimination. The answer is simple: Practice. Drumrolls, please!

Portfolio 73

Portfolio Data Science Algorithm Programming Language 73

ProjectPro

JUNE 6, 2025

Along with that, deep learning algorithms and image processing methods are also used over medical reports to support a patient’s treatment better. Apply machine learning and deep learning algorithms over the dataset to make the system learn the facial features of all the employees.

Business Intelligence 69

Business Intelligence Coding Project BI 69

ProjectPro

JUNE 6, 2025

For the fiscal year ended January 31, 2021, Walmart's total revenue was $559 billion showing a growth of $35 billion with the expansion of the eCommerce sector. In early November 2021, The CDC has approved the Pfizer vaccine for kids aged 5 to 11. million people around the globe.

Data Science 67

Data Science Project Food Pharmaceutical 67

KDnuggets

NOVEMBER 22, 2021

PyTorch and TensorFlow are the two leading AI/ML Frameworks. In this article, we take a look at their on-device counterparts PyTorch Mobile and TensorFlow Lite and examine them more deeply from the perspective of someone who wishes to develop and deploy models for use on mobile platforms.

Deep Learning 73

Deep Learning 73

Pinterest Engineering

SEPTEMBER 5, 2023

In 2021, ML was siloed at Pinterest with 10+ different ML frameworks relying on different deep learning frameworks, framework versions, and boilerplate logic to connect with our ML platform. The nuances of the underlying deep learning framework needs to be considered in order to build a high-performance ML system.

Engineering 105

Engineering Deep Learning Architecture Project 105

ProjectPro

JUNE 6, 2025

Recommended Reading: 100 Deep Learning Interview Questions and Answers for 2021 100+ Data Science Interview Questions and Answers for 2021 Top 20 Logistic Regression Interview Questions and Answers 100 Data Science in Python Interview Questions and Answers for 2021 100+ Data Science in R Interview Questions and Answers for 2021 Prepare for your Next (..)

Recruitment 73

Recruitment Data Science NoSQL Machine Learning 73

ProjectPro

FEBRUARY 24, 2022

Working with audio data has been a relatively less widespread and explored problem in machine learning. In most cases, benchmarks for the latest seminal work in deep learning are measured on text and image data performances. Amidst this, speech and audio, an equally important type of data, often gets overlooked.

Deep Learning 52

Deep Learning Project Datasets Machine Learning 52

ProjectPro

JUNE 6, 2025

Computer vision scientists get to work at research labs spending time with cutting edge deep learning algorithms and state of the art architectures. These facts clearly show that computer vision engineer jobs hold great potential in 2021 and beyond. It acts as a wrapper over Theono and Tensorflow libraries.

Engineering 68

Engineering Deep Learning Machine Learning Algorithm 68

ProjectPro

JUNE 6, 2025

But, to understand the deep meaning behind them, one needs to be aware of what led to the introduction of Dockers and their popularity in the tech world. growth in 2021 because deploying the same projects on different machines with different configurations is becoming increasingly difficult. Docker witnessed 1.5x Think about it.

Data Science 58

Data Science Machine Learning Big Data Deep Learning 58

ProjectPro

JULY 7, 2021

As a beginner in the data industry, it can be overwhelming to step into AI and deep learning. After taking a deep learning course or two, you might find yourself getting stuck on how to proceed. Is it difficult to build deep learning models? Why build deep learning projects?

Deep Learning 40

Deep Learning Project Portfolio Recruitment 40

ProjectPro

JUNE 6, 2025

And quite recently, Python has emerged as the most popular programming language as per the TIOBE index of 2021. The answer is No, Python is not necessary for learning Data Science , but if you learn it, that would be helpful. Watch this video on the Face Recognition system in Python to learn more about this project.

Data Science 52

Data Science Python Programming Language Deep Learning 52

ProjectPro

JUNE 6, 2025

Machine Learning Trends in Recent Years Deep Learning Trends in Recent Years With the global machine learning job market projected to be worth $31 billion by the end of 2024 and fierce competition in the industry, a machine learning project portfolio is a must-have.

Machine Learning 52

Machine Learning Coding Project Deep Learning 52

ProjectPro

JULY 23, 2021

Machine Learning and Deep Learning have experienced unusual tours from bust to boom from the last decade. But when it comes to large data sets, determining insights from them through deep learning algorithms and mining them becomes tricky. Image Source: [link] Nowadays, Deep Learning is almost everywhere.

Deep Learning 40

Deep Learning Machine Learning Algorithm Healthcare 40

ProjectPro

JUNE 6, 2025

Is "becoming a data scientist" one of your resolutions for 2021? Recently he launched a new Library - Pytorch Tabular which is a framework/ wrapper library that aims to make Deep Learning with Tabular data easy and accessible to real-world cases and research alike. Data science careers have seen tremendous growth over the years.

Consulting 52

Consulting Data Science Deep Learning Software Engineering 52

ProjectPro

JUNE 6, 2025

The bonus of this book is that it allows you to gradually shift machine learning algorithms and then introduce deep learning algorithms. The content in this book is well structured and will suit most readers who are new to machine learning. How to choose the Best Statistics Course for Machine Learning?

Machine Learning 74

Machine Learning Insurance Algorithm Deep Learning 74

Cloudera

NOVEMBER 25, 2021

In a February 2021 report by IDC, they estimate that world-wide revenues from AI will grow by 16.4% in 2021 to USD $327 billion. With the introduction of ML and Deep Learning (DL), it is now possible to build AI systems that have no ethical considerations at all. We consider three examples below: Robo-Firing.

Government 98

Government Insurance Algorithm Machine Learning 98

Snowflake

NOVEMBER 1, 2023

Snowflake has invested heavily in extending the Data Cloud to AI/ML workloads, starting in 2021 with the introduction of Snowpark , the set of libraries and runtimes in Snowflake that securely deploy and process Python and other popular programming languages.

Building 119

Building SQL Python Programming Language 119

ProjectPro

JUNE 6, 2025

Even in 2021, data science maintained its previous position at number two on Glassdoor's list of top 50 jobs in the United States of America. Well-versed with applications of various machine learning and deep learning algorithms. Next, they must focus on understanding various deep learning algorithms.

Deep Learning 40

Deep Learning Programming Language Algorithm Data Science 40

ProjectPro

APRIL 12, 2021

Deep learning job interviews. Most beginners in the industry break out in a cold sweat at the mere thought of a machine learning or a deep learning job interview. How do I prepare for my upcoming deep learning job interview? What kind of deep learning interview questions they are going to ask me?

Deep Learning 40

Deep Learning Datasets Machine Learning Algorithm 40

Netflix Tech

MAY 21, 2025

In Proceedings of the ACM Web Conference 2022 (pp. 21722182). [6] 6] Ding, Y., K., & Chua, T. Modeling instant user intent and content-level transition for sequential fashion recommendation. IEEE Transactions on Multimedia, 24, 26872700. [7] Ding, B., & Shen, Y.

Metadata 72

Metadata Data Mining Datasets Architecture 72

KDnuggets

NOVEMBER 15, 2021

NVIDIA, the pioneer in the GPU technologies and deep learning revolution, has come up with an excellent catalog of specialized containers that they call NGC Collections. In this article, we explore their basic usage and some variations.

Deep Learning 122

Deep Learning Technology Data Engineering Data Engineer 122