AWS Machine Learning Blog

NOVEMBER 26, 2023

You can recommend actions such as enrolling in loyalty programs, signing up for a newsletter or magazine, exploring a new category, downloading an app, and other actions that encourage conversion. User A is a frequent buyer and has shopped mostly in the “Beauty & Grooming” and “Jewelry” categories in the past.

Machine Learning 81

Machine Learning ML Software Engineer Deep Learning 81

Marktechpost

JANUARY 24, 2024

LLMs are capable of producing extremely realistic and cohesive text, but they also have a tendency sometimes to produce factually false information, i.e., hallucinations. Current systems frequently focus on particular domains or types of errors, oversimplifying factual errors into binary categories like factual or not factual.

Large Language Models 103

Large Language Models Natural Language Processing ChatGPT Automation 103

AI Impacts

MAY 6, 2023

If anything, it seems as though the futurism of AI Safety researchers is more extreme. I will place environmentalists into three categories, based on how they related to this belief: De-growth environmentalists reject that society should have abundant energy. The comparison to fossil fuels is telling.

AI 130

AI AI 130

Towards AI

FEBRUARY 26, 2024

temp of extremities’: Temperature of the horse’s extremities. There are three categories of outcomes lived, died, and euthanized. ‘hospital number’: Identifier for the hospital or facility where the horse was treated. rectal temp’: Rectal temperature of the horse. pulse’: Pulse rate of the horse. get_ylim()[1] ax[i].set_ylim(top=ylim_top

Machine Learning 98

Machine Learning Categorization Data Analysis Python 98

John Snow Labs

DECEMBER 20, 2023

How to run Legal NLP is extremely easy to run on both clusters and driver-only environments using johnsnowlabs library: Install the johnsnowlabs library: pip install johnsnowlabs Then, in Python, install Legal NLP with: from johnsnowlabs import nlp nlp.install(force_browser=True) You are ready to use all the capabilities of the library.

NLP 52

NLP Python 52

John Snow Labs

NOVEMBER 14, 2023

This demo shows the capabilities of our pretrained model to classify sections of the subpoena into a specific category. This trial includes complete access to more than 926 models, including Classification, NER, Relation Extraction, Similarity Search , Summarization, Sentiment Analysis, Question Answering, etc. and 120+ legal language models.

NLP 52

NLP Python Large Language Models 52

Unite.AI

JULY 25, 2023

Model Collapse consists of two special cases, Early Model Collapse happens when “the model begins losing information about the tails of the distribution,” i.e., the extreme ends of the training data distribution.

AI 246

AI AI AI Modeling Data Drift 246

IBM Journey to AI blog

MAY 8, 2023

Risk and limitations of AI The risk associated with the adoption of AI in insurance can be separated broadly into two categories—technological and usage. Technological risk—data confidentiality The chief technological risk is the matter of data confidentiality.

AI 192

AI AI Algorithm Generative AI 192

Towards AI

APRIL 14, 2023

In the second part, I will present and explain the four main categories of XML algorithms along with some of their limitations. As mentioned previously, samples and labels are not uniformly distributed in extreme multilabel classification problems.

Algorithm 89

Algorithm Explainability AI AI 89

Allen AI

DECEMBER 31, 2023

It was the warmest year on record (again) with extreme heat hitting North America, Europe, and China. There were over two dozen extreme weather and climate related disasters in the United States alone, which resulted in losses totaling more than $60,000,000,000. It was not an easy year for our planet.

Computer Vision 94

Computer Vision AI AI Artificial Intelligence 94

Marktechpost

APRIL 12, 2024

The ability of transformers to handle data sequences without the need for sequential processing makes them extremely effective for various NLP tasks, including translation, text summarization, and sentiment analysis. They utilize an attention mechanism to weigh the influence of different words on each other.

Deep Learning 137

Deep Learning Convolutional Neural Networks Neural Network Natural Language Processing 137

TheSequence

MAY 29, 2023

However, before your LLM can solve these problems in a few-shot or even zero-shot manner, models must be exposed to extremely large amounts of data. Instead of giving the Toloka crowd (also known as Tolokers) an assignment to label every type of PII in code, we grouped PII into 7 categories and set up a separate labeling project for each.

LLM 52

LLM Responsible AI Natural Language Processing Software Engineer 52

Unite.AI

JANUARY 26, 2024

For us, if we save anything in the above 50% range, we know it is extremely valuable today, while we work on increasing that even more. Frontend development is a broad space – we want to help make it easy first and define this category starting from design to UI code.

Machine Learning 130

Machine Learning Automation Continuous Learning AI 130

Robot Writers AI

DECEMBER 31, 2023

’” Bottom line: Corrie has a reputation for delivering extremely thoughtful, extremely inquisitive and extremely helpful video tutorials. Users can also set specific categories, like ‘Person,’ ‘Vehicle,’ ‘Pet’ and will eventually be able to craft tailored alerts, like ‘a dog jumps on the couch.’”

Auto-complete 111

Auto-complete ChatGPT OpenAI AI 111

Towards AI

FEBRUARY 20, 2024

Artificial Intelligence” is a term situated in the same category of other terms such as “strategy,” “consciousness,” “value” and “morality,” a group conveniently labeled “suitcase words” by Marvin Minsky. All these terms are extremely subjective and can have many different meanings, especially “intelligence.”

Neural Network 98

Neural Network Artificial Intelligence Artificial Intelligence AI Researcher 98

Towards AI

FEBRUARY 27, 2024

Google’s Gemma models were a somewhat surprising entry into the open-source LLM arena, with new 2B and 7B models debatably leading their categories on benchmarks. It has an extremely low latency at an unprecedented speed of almost 500 T/s. It achieves strong results on commonly used benchmarks and comes close to GPT-4 on many tests.

LLM 99

LLM AI AI ChatGPT 99

Unite.AI

SEPTEMBER 4, 2023

Implementation The EditGAN framework is evaluated on images spread across four different categories: Cars, Birds, Cats, and Faces. For the Birds category, the editing is shown on GAN-generated images. Straightaway, these images are embedded into EditGAN’s latent space using optimization and encoding.

ML 147

ML AI AI Artificial Intelligence 147

Snorkel AI

MAY 1, 2024

Data scientists can train machine learning models to predict categories of service needs, and then downstream models can precisely diagnose an issue and suggest remediation along with each part required. If a new modeling approach or new category of service needs is proposed, everything goes back to the drawing board.

AI Developer 52

AI Developer AI Development Machine Learning AI 52

Snorkel AI

MAY 1, 2024

Data scientists can train machine learning models to predict categories of service needs, and then downstream models can precisely diagnose an issue and suggest remediation along with each part required. If a new modeling approach or new category of service needs is proposed, everything goes back to the drawing board.

AI Developer 52

AI Developer AI Development Machine Learning AI 52

John Snow Labs

OCTOBER 13, 2023

The model depends on the INSTRUCTOR embedding, which can be used in a Spark NLP pipeline as follows: embeddings = ( nlp.InstructorEmbeddings.pretrained("instructor_large", "en").setInstruction("Represent setInstruction("Represent for multilabel classification:").setInputCols(["document"]).setOutputCol("sentence_embeddings")

NLP 52

NLP 52

Mlearning.ai

JULY 2, 2023

The Art of Forecasting in the Retail Industry Part I : Exploratory Data Analysis & Time Series Analysis In this article, I will conduct exploratory data analysis and time series analysis using a dataset consisting of product sales in different categories from a store in the US between 2015 and 2018.

Categorization 52

Categorization Data Analysis Data Science ML 52

Towards AI

FEBRUARY 25, 2023

There are multiple types and categories of SLAM that utilize various sensors. One of the most used categories is Visual SLAM and Non-Visual SLAM. Edge is part of the image where extreme changes in light brightness are seen in one direction. Research shows that edges and corners in the images can be considered feature points.

Robotics 89

Robotics Algorithm AI AI 89

Mlearning.ai

APRIL 17, 2023

astype('category').cat.as_ordered() This acts as a uniform label for the ‘infrequent categories’ that were replaced during cardinality reduction in the code chunk further above. rolling(window=t).count().reset_index(drop=True).fillna(0) reset_index(drop=True).fillna(0) rolling(window=t).mean().reset_index(drop=True).fillna(0)

Neural Network 52

Neural Network Categorization Algorithm Python 52

Unite.AI

NOVEMBER 17, 2023

These features can be divided into three categories: Editor Text & Speech AI Avatars Let's take a closer look at these features. Both platforms are extremely easy to use, with intuitive interfaces requiring no technical skills. With Colossyan, you get about half of that, as it offers over 70 languages and more than 50 avatars.

AI 274

AI AI Natural Language Processing Auto-complete 274

Marktechpost

JULY 24, 2023

The identities or qualities a face video provides may now be changed and manipulated extremely easily, thanks to the recent fast development of face-generating and manipulation tools. These techniques might be split into two categories.

AI Researcher 52

AI Researcher AI Research AI AI 52

Viso.ai

FEBRUARY 13, 2024

According to the capabilities of AI, they are classified into three categories , which are Narrow AI, or Weak AI General AI, or Strong AI, and Artificial Superintelligence. Being trained on extremely large and complex datasets gives them the appearance of understanding. What are the 3 Types of Artificial Intelligence?

Artificial Intelligence 52

Artificial Intelligence Artificial Intelligence Computer Vision Natural Language Processing 52

Unite.AI

FEBRUARY 16, 2024

Since its launch in 2020, the Buddy app has won several awards and topped the charts in the App Store's Kids and Education category with over 36M downloads worldwide. Securing venture funding for hardware startups is extremely hard. What were some of your key takeaways from this experience?

Natural Language Processing 173

Natural Language Processing AI AI UX Design 173

Becoming Human

APRIL 19, 2024

Note that in this study, an equal number of prompts of both safe and unsafe category are provided. Self-check Techniques Make the Models Extremely Over Defensive: In self-checking techniques, we study the effectiveness of the models in evaluating the safety/harmfulness of the input (S. This corresponds to ‘Know + Inst’ in our Figures.

LLM 111

LLM Large Language Models Algorithm Natural Language Processing 111

Snorkel AI

AUGUST 31, 2023

In distilling step-by-step, large language models (LLMs) provide rationales that are used inside the distillation process, resulting in smaller, more deployable models that offer extremely high performance (Figure 8). Snorkelers continue to push FM boundaries Snorkelers continue to push forward the state of the art in AI and machine learning.

Data Scientist 59

Data Scientist Artificial Intelligence Artificial Intelligence Large Language Models 59

Snorkel AI

AUGUST 31, 2023

In distilling step-by-step, large language models (LLMs) provide rationales that are used inside the distillation process, resulting in smaller, more deployable models that offer extremely high performance (Figure 8). Snorkelers continue to push FM boundaries Snorkelers continue to push forward the state of the art in AI and machine learning.

Data Scientist 52

Data Scientist Artificial Intelligence Artificial Intelligence Large Language Models 52

John Snow Labs

AUGUST 30, 2023

Model Overview The two NER models we will examine are ner posology and med7 , where both the models recognizes seven categories, including Drug, Duration, Strength, Form, Frequency, Dosage, and Route. For each test category, we will specify the minimum pass rates and additional parameters where applicable.

NLP 52

NLP Natural Language Processing Python Responsible AI 52

Mlearning.ai

MARCH 1, 2023

softmax(dim=0),target[:200]) Fig 5: Softmax CE Sparse Categorical Cross-Entropy: This loss is the same as the softmax cross-entropy one, except instead of the target being a probability distribution, it is an index of which category is true. BCE_list_cat, loss = BinaryCrossEntropy(pred[:200].softmax(dim=0),target[:200])

Categorization 52

Categorization Neural Network Machine Learning Python 52

John Snow Labs

AUGUST 14, 2023

Model Overview The two NER models we will examine are ner posology and med7 , where both the models recognizes seven categories, including Drug, Duration, Strength, Form, Frequency, Dosage, and Route. For each test category, we will specify the minimum pass rates and additional parameters where applicable.

NLP 52

NLP Natural Language Processing Python Deep Learning 52

Unite.AI

JANUARY 19, 2024

Recognition on the other hand is an extreme case of using image semantics because recognition tasks use whole objects and amounts to classify the object in the input, and retrieve the corresponding shape from the database. The first baseline is based on clustering whereas the second baseline performs database retrieval.

Convolutional Neural Networks 130

Convolutional Neural Networks Neural Network Explainability Categorization 130

Mlearning.ai

JUNE 18, 2023

AI for Paupers, Misers and Cheapskates Make no mistake — AI is extremely energy intensive. obj.names # This file contains the categories of all the objects in the dataset. # The index of the category serves as its numerical category. obj.names # This file contains the categories of all the objects in the dataset. #

Deep Learning 52

Deep Learning Computer Vision Python ML 52

Marktechpost

JULY 4, 2023

Classification Classifying text into predetermined categories is an example of supervised learning. They are often trained from the start on extremely little data to conform to certain hardware restrictions. Many fields have used fine-tuning, but OpenAI’s InstructGPT is a particularly impressive and up-to-date example.

Large Language Models 99

Large Language Models BERT Natural Language Processing Categorization 99

John Snow Labs

SEPTEMBER 4, 2023

For each test category, we will specify the minimum pass rates and additional parameters where applicable. Robustness : In terms of robustness, the ner posology model outperformed the med7 model in most test categories. You can find a comprehensive guide on how to build this pipeline by clicking here. min_score = 0.70

NLP 52

NLP Natural Language Processing Python Categorization 52