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 120

Deep Learning Data Storage Data Data Management 120

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 121

Consulting Machine Learning Data Science Data Pipeline 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 151

Deep Learning AWS Datasets Data Preparation 151

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 151

Deep Learning Cloud 151

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.

Deep Learning 134

Deep Learning Building Data Science Machine Learning 134

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 82

Deep Learning Coding Python 82

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 80

Data Science Machine Learning Deep Learning Building 80

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

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

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

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

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 69

Deep Learning 69

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 Datasets 40

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

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

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 120

Deep Learning Technology Data Engineer Data Engineering 120

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 Python SQL Programming Language 119

Edureka

FEBRUARY 16, 2023

An AI-powered chatbot called ChatGPT employs machine learning to respond to questions in a natural conversation. ChatGPT is trained using the transformer model, a deep learning method that can process a lot of text input and discover linguistic patterns. It generates text-only responses using data generated up until 2021.

Deep Learning 98

Deep Learning Media Education Machine Learning 98

Christophe Blefari

JUNE 21, 2024

Tabular was founded in 2021, had less than 50 employees and raised $37m. In order to make all of this work data flows, going IN and OUT. Edge stuff — and then everything else that goes with it like privacy, observability, orchestration, scheduling, governance, etc. which might be required or not depending on the company maturity.

Metadata 147

Metadata Data Warehouse BI MySQL 147

Pinterest Engineering

JANUARY 9, 2024

The next set of iterations happened by transitioning from this GBDT + logistic regression structure to a deep learning based single model, and also unlocking the ability to do Multi-Task Learning (MTL) by co-training multiple objectives together like clicks, good clicks, checkout, and add-to-cart conversions. Wang, Ruoxi, et al.

Machine Learning 98

Machine Learning Architecture Engineering Utilities 98

Cloudera

SEPTEMBER 20, 2022

The state of the art in AI systems for artistic tasks almost universally use deep-learning models, which presuppose a significant amount of compute resources both to create them, and once created to continue to use them for producing images. arXiv, January 26, 2021. Frontiers in Artificial Intelligence 4 (2021).

Deep Learning 88

Deep Learning High Quality Data Telecommunication Systems 88

Pinterest Engineering

MARCH 5, 2024

To make the ads Click-through rate (CTR) predictions more personalized, our team has adopted users’ real time behavior histories and applied deep learning algorithms to recommend appropriate ads to users. Model Stability: Resilient Batch Norm Improving the stability and training speed of deep learning models is a crucial task.

Machine Learning 86

Machine Learning Deep Learning Architecture Data Mining 86

ProjectPro

JULY 21, 2021

As we already revealed in our Machine Learning NLP Interview Questions with Answers in 2021 blog, a quick search on LinkedIn shows about 20,000+ results for NLP-related jobs. Good knowledge of commonly used machine learning and deep learning algorithms.

Coding 52

Coding Project Deep Learning Algorithm 52

AltexSoft

DECEMBER 15, 2021

Neural architecture search or NAS is a subset of hyperparameter tuning related to deep learning, which is based on neural networks. For example, the Model Search platform developed by Google Research can produce deep learning models that outperform those designed by humans — at least, according to experimental findings.

Machine Learning 59

Machine Learning Deep Learning Algorithm Telecommunication 59

LinkedIn Engineering

MARCH 21, 2023

“reinforcement learning” is a child skill of “machine learning”), which we’ll discuss more below. Since February 2021, the total size of our skills taxonomy has grown nearly 35% and today consists of nearly 39k skills, with 374k aliases across 26 locales and more than 200k edges (connections) between skills.

Building 85

Building Recruitment Machine Learning Deep Learning 85

ProjectPro

OCTOBER 16, 2021

Additionally, Scikit-Learn offers different metrics to test the efficiency of different algorithms. When using deep learning algorithms , most people believe that they need highly advanced and expensive computer systems. But this problem was solved to an extent by the introduction of a deep learning framework, TensorFlow.

Machine Learning 52

Machine Learning Deep Learning Datasets Algorithm 52

ProjectPro

SEPTEMBER 27, 2021

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? CNN VS RNN: Overview What is CNN? PREVIOUS NEXT <

Project 52

Project Algorithm Deep Learning Machine Learning 52

ProjectPro

JULY 6, 2021

A curated list of interesting, simple, and cool neural network project ideas for beginners and professionals looking to make a career transition into machine learning or deep learning in 2021. Applications of Neural Networks Why building Neural Network Projects is the best way to learn deep learning?

Project 40

Project Deep Learning Banking Healthcare 40

ProjectPro

SEPTEMBER 27, 2021

’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 52

Project Deep Learning Algorithm Food 52

ProjectPro

MARCH 29, 2021

‘Man and machine together can be better than the human’ All thanks to deep learning frameworks like PyTorch, Tensorflow, Keras, Caffe, and DeepLearning4j for making machines learn like humans with special brain-like architectures known as Neural Networks.

Deep Learning 40

Deep Learning Machine Learning Programming Language Python 40

ProjectPro

FEBRUARY 29, 2016

Ostatic.com A Research and Markets report – “World Hadoop Market, Opportunities and Forecasts, 2014 – 2021” – states that not only is the Big Data and Hadoop market on the rise, but it is actually getting deeply entrenched into critical industries like banking and the government. February 24, 2016.

Hadoop 40

Hadoop Banking Deep Learning Big Data 40

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 57

Deep Learning Technology Data Engineer Data Engineering 57

Edureka

FEBRUARY 15, 2023

The well-known DALLE deep learning model from OpenAI, which creates images from text prompts, is well-known. The understanding of ChatGPT is still restricted to 2021 data, although it might advance over time. The for-profit OpenAI LP is a subsidiary of OpenAI Inc., a nonprofit organisation.

Deep Learning 52

Deep Learning Insurance Banking Finance 52

ProjectPro

JUNE 1, 2017

billion in 2021. MapR unveiled Quick Start Solution (QSS) its novel solution focusing on deep learning applications. QSS is a deep learning product and service offering by the popular hadoop vendor that will enable the training of compute intensive deep learning algorithms.

Hadoop 52

Hadoop Medical Pipeline-centric Database-centric 52

ProjectPro

JULY 26, 2021

Some of the largest conglomerates like Uber, Airbnb, NVIDIA, Intel, and, quite naturally, Google use TensorFlow, consequently making using it a skill that is increasingly finding its way into job requirements for most of the data related job roles be it - data scientists, deep learning engineers, machine learning engineers , or AI engineers.

Project 40

Project Deep Learning Medical Datasets 40

ProjectPro

JANUARY 20, 2022

This makes artificial intelligence and machine learning jobs among the hottest in the world today!! The ai and machine learning job opportunities have grown by 32% since 2019, according to Linkedin’s ‘ Jobs on the Rise ’ list in 2021. Deep learning and computer vision-related careers may demand higher degrees.

Machine Learning 52

Machine Learning Deep Learning Algorithm Programming Language 52

Data Engineering Weekly

SEPTEMBER 11, 2023

link] Pinterest: MLEnv: Standardizing ML at Pinterest Under One ML Engine to Accelerate Innovation 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.

Data Engineering 62

Data Engineering Data Engineer Engineering Kafka 62