AWS Machine Learning Blog

NOVEMBER 15, 2024

of persons present’ for the sustainability committee meeting held on 5th April, 2012? Dr. Xin Huang is a Senior Applied Scientist for Amazon SageMaker JumpStart and Amazon SageMaker built-in algorithms. He focuses on developing scalable machine learning algorithms. WASHINGTON, D. 20036 1128 SIXTEENTH ST., WASHINGTON, D.

ML 108

ML ML Python AWS 108

Flipboard

JULY 7, 2025

For example, for simple motion detection, we use a simple pixel difference, but you can refine the motion detection functionality as needed, or follow the format to implement other detection algorithms, such as object detection or scene segmentation. Daytime conditions, clear visibility. No suspicious behavior or safety concerns observed.

AWS 114

AWS SQL Database AI 114

Hacker News

JULY 6, 2025

The surprising utility of LLMs LLMs solve a large number of problems that could previously not be solved algorithmically. We cant, currently, and that sucks, but at the heart, this is the mathematical and computational problem wed need to solve. NLP (as the field was a few years ago) has largely been solved.

AI 137

AI AI Algorithm 137

AWS Machine Learning Blog

MARCH 18, 2025

Guardrails currently supports six types of policies: Content filters Configurable thresholds across six harmful categories: hate, insults, sexual, violence, misconduct, and prompt injections Denied topics Definition of specific topics to be avoided in the context of an application Sensitive information filters Detection and removal of personally (..)

AI 101

AI AI AWS Algorithm 101

Hacker News

JUNE 26, 2025

At some point around 2012 there were even prototypes of a built-in `html` template-literal tag. Unfortunately, its slow compared to other approaches, and variations in diffing algorithms could be observable. E4X was a big one that actually shipped in Firefox and Flash.

Algorithm 101

Algorithm 101

Dataconomy

MARCH 5, 2025

The Harvard Business Review later recognized it as one of the “sexiest jobs of the 21st century” in 2012, signaling an increased recognition of the value of data expertise in the corporate landscape. Data mining: Employing advanced algorithms to extract relevant information from large datasets.

Data Scientist 91

Data Scientist Citizen Data Scientist Exploratory Data Analysis Machine Learning 91

O'Reilly Media

JUNE 10, 2025

Back in 2012, Target outed a pregnant teenage girl to her parents by analyzing her purchases, determining that she was likely to be pregnant, and sending advertising circulars that targeted pregnant women to her home. We have to think about this kind of risk carefully, though, because it’s not just about AI.

AI 89

AI AI Data Analysis Data Analysis 89

AWS Machine Learning Blog

MARCH 26, 2025

Amazon SageMaker JumpStart is a machine learning (ML) hub that provides pre-trained models, solution templates, and algorithms to help developers quickly get started with machine learning. For a list of available models, refer to Built-in Algorithms with pre-trained Model Table. Set up a Boto3 client for SageMaker: sm_client = boto3.client('sagemaker')

ML 107

ML ML AWS Python 107

Hacker News

JUNE 25, 2025

This shared data will be crucial for battery models development and validation, energy optimization in embedded systems, algorithm training and testing, educational purposes, and the further development of open-source solutions in battery-powered embedded systems.

EDA 57

EDA Algorithm Database Data Visualization 57

Hacker News

JUNE 29, 2025

From a dev perspective this area has a ton of super interesting algorithmic / math / data structure applications, and computational geometry has always been special to me. I recently made some major algorithm changes that I think greatly improves the rankings. It's a lot of fun to work on.

AI 72

AI AI Database Python 72

Hacker News

JUNE 14, 2025

And then multidigit multiplication algorithms are (nearly) all dependent on the distributive property of multiplication over addition. Do I have it correct that children are to take the table of multiplication values as defined? That 3x4=12 because it is defined that way (rather than because 3 groups of 4 is 12)?

Algorithm 87

Algorithm 87

Hacker News

JANUARY 10, 2024

Netflix was founded in the US in 1997, starting initially as a DVD-rental delivery service before finally morphing into more of a VoD streaming service. Today, it serves the US and Canada, Latin America, the Caribbean, and, as of January th

Algorithm 109

Algorithm 109

Hacker News

JUNE 9, 2025

International License.

Computer Science 99

Computer Science Computer Science Big Data Big Data 99

Flipboard

NOVEMBER 6, 2024

The model is trained on abdominal scans from Far Eastern Memorial Hospital (January 2012–December 2021) and evaluated using a simulated test set (14,039 scans) and a prospective test set (6351 scans) collected from the same center between December 2022 and May 2023.

Deep Learning 77

Deep Learning Deep Learning Algorithm ML 77

DataRobot

JUNE 18, 2019

In 2012, DataRobot co-founders Jeremy Achin and Tom de Godoy recognized the profound impact that AI and machine learning could have on organizations, but that there wouldn’t be enough data scientists to meet the demand.

Machine Learning 73

Machine Learning Machine Learning Data Scientist Data Science 73

Towards AI

MARCH 14, 2024

All the way back in 2012, Harvard Business Review said that Data Science was the sexiest job of the 21st century and recently followed up with an updated version of their article. Okay, let’s get started! So, before we look at how to learn data science, we need to know: what really is a data scientist?

Data Science 105

Data Science Data Scientist ML ML 105

Data Science Dojo

JANUARY 23, 2023

Fast-forward; year: 2012. Thus, one thing led to another, and soon enough, I was practicing algorithms and data-structures, learning about the basic “trouble-trio” of web-development–i.e., But our instructor couldn’t really teach us about interpretive methods, ethnography, and qualitative interviewing etc., And I did, but grudgingly.

Data Science 150

Data Science Data Analysis Data Analysis Algorithm 150

AWS Machine Learning Blog

NOVEMBER 9, 2023

We build a model to predict the severity (benign or malignant) of a mammographic mass lesion trained with the XGBoost algorithm using the publicly available UCI Mammography Mass dataset and deploy it using the MLOps framework. The full instructions with code are available in the GitHub repository.

AWS 121

AWS ML ML Machine Learning 121

Smart Data Collective

SEPTEMBER 17, 2020

One new feature is the ability to create a radius, which wouldn’t be possible without the highly refined data mining and analytics features embedded in the core of the Google Maps algorithm. In 2012, Google boasted about its capabilities of using big data to create storytelling via interactive maps.

Big Data 134

Big Data Big Data Data Mining Data Mining 134

Mlearning.ai

APRIL 8, 2023

Charting the evolution of SOTA (State-of-the-art) techniques in NLP (Natural Language Processing) over the years, highlighting the key algorithms, influential figures, and groundbreaking papers that have shaped the field. NLP algorithms help computers understand, interpret, and generate natural language.

Natural Language Processing 98

Natural Language Processing Algorithm Machine Learning Machine Learning 98

Towards AI

FEBRUARY 18, 2024

This historical sales data covers sales information from 2010–02–05 to 2012–11–01. The main goal of the algorithm is to infer the expected effect a given intervention (or any action) had on some response variable by analyzing differences between expected and observed time series data.

Python 116

Python Data Preparation Algorithm AI 116

O'Reilly Media

SEPTEMBER 19, 2023

And it (wisely) stuck to implementations of industry-standard algorithms. A common audience question was “can Hadoop run [my arbitrary analysis job or home-grown algorithm]?” Those algorithms packaged with scikit-learn? Other groups have tested evolutionary algorithms in drug discovery.

Hadoop 135

Hadoop Algorithm ML ML 135

Towards AI

FEBRUARY 10, 2023

The term “artificial intelligence” may evoke the ideas of algorithms and data, but it is powered by the rare earth’s minerals and resources that make up the computing components [1]. The cloud, which consists of vast machines, is arguably the backbone of the AI industry. By comparison, Moore’s Law had a 2-year doubling period.

AI 98

AI AI Natural Language Processing Artificial Intelligence 98

AssemblyAI

JUNE 3, 2024

**Improving CPython's performance** Guido initially coded CPython simply and efficiently, but over time more optimized algorithms were developed to improve performance. The example of prime number checking illustrates the time-space tradeoff in algorithms. **The However, over time these modules became outdated.

Python 111

Python Machine Learning Machine Learning Algorithm 111

ODSC - Open Data Science

FEBRUARY 28, 2023

Improving Operations and Infrastructure Taipy The inspiration for this open-source software for Python developers was the frustration felt by those who were trying, and struggling, to bring AI algorithms to end-users. Making Data Observable Bigeye The quality of the data powering your machine learning algorithms should not be a mystery.

Data Science 96

Data Science Machine Learning Machine Learning AI 96

Flipboard

FEBRUARY 5, 2023

It’s a nudge from Duolingo , the popular language-learning app, whose algorithms know you’re most likely to do your 5 minutes of Spanish practice at this time of day. And Duolingo uses the resulting predictions in its session-generator algorithm to dynamically select new exercises for the next lesson.

AI 182

AI AI Machine Learning Machine Learning 182

phData

MAY 17, 2024

The forecasting algorithm uses gradient boosting to model data and the rolling average of historical data to help predict trends. This low-code solution lets you use your existing Snowflake data and easily create a visualization to predict the future of your sales, taking into account unlimited data points.

ML 52

ML ML Predictive Analytics Machine Learning 52

Hacker News

MAY 13, 2024

Pin was active on Opensc around March 2012, and authored 13 posts that mostly concerned data encryption issues, or how to fix bugs in code. But now, temporarily, until the service is fully automated, we are working using a different algorithm.” The algorithms used are AES + RSA.

Algorithm 181

Algorithm 181

AWS Machine Learning Blog

AUGUST 22, 2023

Many ML algorithms train over large datasets, generalizing patterns it finds in the data and inferring results from those patterns as new unseen records are processed. Flower has an extensive implementation of FL averaging algorithms and a robust communication stack. Flower is open-sourced under Apache 2.0

Machine Learning 97

Machine Learning Machine Learning AWS ML 97

Dataconomy

NOVEMBER 1, 2023

Founded in 2012 by CEO Sean Lane and CTO Jeremy Yoder, the company was headquartered in Columbus, Ohio. By utilizing machine learning and AI algorithms, Olive aimed to improve the speed and accuracy of these processes, ultimately saving time and resources for healthcare organizations.

AI 121

AI AI Artificial Intelligence Artificial Intelligence 121

Dataconomy

FEBRUARY 12, 2024

It encompasses the creation and implementation of algorithms, models, and systems that are not only efficient but also environmentally benign and sustainable. months since 2012. This concept embodies the integration of AI technology to diminish the ecological footprint left by human endeavors.

AI 113

AI AI Artificial Intelligence Artificial Intelligence 113

Mlearning.ai

MARCH 9, 2023

Automated algorithms for image segmentation have been developed based on various techniques, including clustering, thresholding, and machine learning (Arbeláez et al., 2012; Otsu, 1979; Long et al., The MBD algorithm then searches for a subset of nodes (i.e., 2018; Sitawarin et al., 2015; Huang et al., In addition, Zhang et al.

Deep Learning 52

Deep Learning Deep Learning Machine Learning Machine Learning 52

Applied Data Science

MARCH 11, 2022

Then, we will look at three recent research projects that gamified existing algorithms by converting them from single-agent to multi-agent: ?️‍♀️ Back in 2012 things were quite different. All the rage was about algorithms for classification. ‍♀️ Data generation as a game —  Generative Adversarial Networks ?

AI 130

AI AI Data Science Machine Learning 130

Dataconomy

JUNE 15, 2023

Aristotle’s ideas on logic and rationality have influenced the development of algorithms and reasoning systems in modern AI, creating the foundation of the timeline of artificial intelligence. Another significant milestone came in 2012 when Google X’s AI successfully identified cats in videos using over 16,000 processors.

Artificial Intelligence 103

Artificial Intelligence Artificial Intelligence Deep Learning Deep Learning 103

AWS Machine Learning Blog

JUNE 21, 2024

These can be added as inline policies in the user’s IAM role: { "Version": "2012-10-17", "Statement": [ { "Action": "s3:*", "Effect": "Deny", "Resource": [ "arn:aws:s3:::jumpstart-cache-prod- ", "arn:aws:s3:::jumpstart-cache-prod- /*" ], "Condition": { "StringNotLike": {"s3:prefix": ["*.ipynb",

AWS 120

AWS Python Machine Learning Machine Learning 120

Pickl AI

DECEMBER 14, 2023

650% growth in the data domain since 2012. The Big Data market is expected to be worth $103 billion by 2027. Linear Algebra Vectors and Matrices Linear algebra facilitates the representation and manipulation of multi-dimensional data, which is fundamental in Machine Learning algorithms. There will be around 11.5

Data Science 52

Data Science Hypothesis Testing Machine Learning Machine Learning 52

DataRobot

NOVEMBER 12, 2021

DataRobot was founded in 2012 and today is one of the most widely deployed and proven AI platforms in the market, delivering over a trillion predictions for leading companies around the world. AI Consumers: The internal and external parties that consume the model’s output. Next, we assess and educate.

AI 69

AI AI ML ML 69