PyImageSearch

MAY 8, 2023

Home Table of Contents Introduction to Causality in Machine Learning Correlation and Causation Case Study 1: A “Marvelous” Problem Scenario 1: A Direct Cause Scenario 2: Reversing the Cause and Effect Scenario 3: Investigating a Hidden Cause Causal Thinking Case Study 2: Food App Conundrum Quiz Time!

Machine Learning 111

Machine Learning Machine Learning Deep Learning Deep Learning 111

ODSC - Open Data Science

SEPTEMBER 15, 2023

This transformative shift underscores the convergence of creativity and analysis, as generative AI empowers users to harness its intelligence for data-driven decision-making. Datasets for Analysis Our first example is its capacity to perform data analysis when provided with a dataset.

Data Analysis 96

Data Analysis Data Analysis AI AI 96

AWS Machine Learning Blog

SEPTEMBER 19, 2023

Technical challenges with multi-modal data further include the complexity of integrating and modeling different data types, the difficulty of combining data from multiple modalities (text, images, audio, video), and the need for advanced computer science skills and sophisticated analysis tools.

AWS 101

AWS AI AI ML 101

Data Science Dojo

JULY 27, 2023

For a real-world scenario, consider a restaurant that wants to send promotional offers or reservation confirmations to its customers via SMS. Starting with simple face detection, you’ll progress to advanced topics such as facial feature extraction and matching. So, choose a project that excites you the most and starts coding!

Python 195

Python Data Visualization Artificial Intelligence Artificial Intelligence 195

ODSC - Open Data Science

MARCH 19, 2024

In this scenario, the human role is to ensure that AI’s directives align with ethical standards, company values, and customer needs. In this scenario, humans and AI work together to innovate and solve problems. In complex scenarios, they can engage AI as a peer or as a supervisor to guide in a data-driven direction. With a Ph.D.

AI 52

AI AI Data Science Artificial Intelligence 52

ODSC - Open Data Science

OCTOBER 20, 2023

You’ll use MLRun, Langchain, and Milvus for this exercise and cover topics like the integration of AI/ML applications, leveraging Python SDKs, as well as building, testing, and tuning your work. During this talk, you’ll cover several concrete use cases for advanced time series forecasting, anomaly detection, and root cause analysis.

AI 52

AI AI Data Science Machine Learning 52

Pickl AI

APRIL 15, 2024

Accreditation, faculty expertise, and industry partnerships validate credibility, while a comprehensive curriculum covers essential topics like Python and machine learning. Emphasis on practical applications ensures students gain hands-on experience with real-world datasets and scenarios. Ensures placement upon completion.

Data Science 52

Data Science Machine Learning Machine Learning Data Scientist 52

Pickl AI

MARCH 4, 2024

Optimising Power BI reports for performance ensures efficient data analysis. Advanced topics like DAX, row-level security, and performance optimisation are essential for complex analysis. Real-world applications include sales analysis for optimising strategies and increasing revenue.

Power BI 52

Power BI Data Analysis Data Analysis Data Modeling 52

Data Science Dojo

SEPTEMBER 11, 2023

Third Generation: The introduction of recurrent neural networks (RNNs) and Long Short-Term Memory (LSTM) networks allowed models to better handle sequences of text, enabling applications like text generation and sentiment analysis. Nevertheless, it comes with the complexity and cost of training and deployment.

Natural Language Processing 195

Natural Language Processing Supervised Learning Algorithm Deep Learning 195

Dataconomy

OCTOBER 16, 2023

Here are a few key things that I can do: Information Retrieval: I have access to a vast knowledge base, allowing me to provide accurate and reliable information on various topics. Whether it’s historical events, scientific concepts, or literary analysis, I can fetch the information you need.

AI 113

AI AI Artificial Intelligence Artificial Intelligence 113

Data Science Dojo

MARCH 18, 2024

Symptoms of Parkinson’s disease – Source: Neuro2go GPT’s response to inquiry about Parkinson’s disease These scenarios precisely illustrate the problem: a language model might generate text relevant to a past context or data but falls short when current or specialized knowledge is required. Why finetune?

Database 369

Database AI AI Natural Language Processing 369

Iguazio

DECEMBER 14, 2023

As MLOps veterans, Yaron and Noah were all too familiar with the following scenario: data science development in enterprises started small, in the lab, where teams worked in isolation with limited datasets. Exploratory data analysis (EDA) and modeling. The book contains a full chapter dedicated to generative AI. Key Takeaways 1.

ML 52

ML ML Data Science Data Preparation 52

ODSC - Open Data Science

FEBRUARY 15, 2024

It covers a wide range of scenarios and includes detailed, step-by-step instructions. The conversations included in the Anthropic HH Golden dataset are diverse, covering a broad range of topics and styles. REGISTER NOW Datasets for Fine-Tuning and Training LLMs HelpSteer The NVIDIA HelpSteer dataset is a collection of 1.4

Data Science 52

Data Science Natural Language Processing AI AI 52

Iguazio

AUGUST 14, 2023

Model monitoring involves the continuous collection and analysis of key performance metrics related to the ML model's behavior, accuracy, and overall performance. Observability is a relatively new topic in ML, driven by business needs for transparency, trustworthiness and responsible AI.

ML 52

ML ML Machine Learning Machine Learning 52

Defined.ai blog

AUGUST 10, 2023

Businesses must understand how to implement AI in their analysis to reap the full benefits of this technology. In the following sections, we will explore how AI shapes the world of financial data analysis and address potential challenges and solutions. However, the integration of AI and financial data has its challenges.

Business Intelligence 52

Business Intelligence Business Intelligence Data Analysis Data Analysis 52

Data Science Dojo

OCTOBER 7, 2023

Scenario # 01: LLM Tracing What is a trace? Sequential chains enable the connection of multiple chains, creating complex pipelines for specific scenarios. Given a blog topic or a rough hint of topic suggest related and trending blog topics. Return the suggested blog topics as a python list.

Python 418

Python Computer Science Computer Science 418

Pickl AI

AUGUST 21, 2023

Concepts like probability, hypothesis testing, and regression analysis empower you to extract meaningful insights and draw accurate conclusions from data. These are the building blocks of data manipulation, analysis, and modeling. These platforms offer valuable exposure to diverse problem-solving scenarios.

Data Scientist 52

Data Scientist Data Science Machine Learning Machine Learning 52

Towards AI

SEPTEMBER 22, 2023

Since this topic is seldom discussed, I like to be the icebreaker. They were familiar with the processes of topic modeling and sentiment analysis; they knew all the libraries they used; and they felt like conductors in a symphony. In this article, I will explore how we, as AI practitioners, can adjust to this challenge.

AI 57

AI AI ML ML 57

Heartbeat

FEBRUARY 2, 2024

In this scenario, the VQA exhibits its prowess by furnishing a response that accurately identifies the child’s location as sitting in a bathtub. The questions cover a broad spectrum of topics and require nuanced comprehension, ranging from straightforward object recognition to more complex scenarios demanding reasoning abilities.

Natural Language Processing 52

Natural Language Processing Artificial Intelligence Artificial Intelligence AI 52

Snorkel AI

JUNE 15, 2023

What we do is monitor all trends that we think could potentially lead to this scenario. In some sense it’s very classic—time-series analysis. We do some interesting analysis, matching up topics that are discussed on social and the actual products that end up selling with their features and benefits.

AI 52

AI AI Data Scientist Machine Learning 52

Snorkel AI

JUNE 15, 2023

What we do is monitor all trends that we think could potentially lead to this scenario. In some sense it’s very classic—time-series analysis. We do some interesting analysis, matching up topics that are discussed on social and the actual products that end up selling with their features and benefits.

AI 52

AI AI Data Scientist Machine Learning 52

ODSC - Open Data Science

JULY 12, 2023

It’s a tool capable of generating realistic text, producing creative artwork, or simulating real-world scenarios. In health care, generative AI helps create synthetic patient data, enabling data analysis without violating privacy. Today, its role has transcended numerous industries, from health care and finance to marketing and beyond.

Data Scientist 52

Data Scientist AI AI Data Science 52

Pickl AI

JUNE 23, 2023

In this article, we will delve deep into this topic, exploring its significance, benefits, and implementation strategies. Data Preparation Once collected, the data needs to be preprocessed and prepared for analysis. Data Preparation Cleans, preprocesses, and transforms data for analysis. So, let’s get started!

AI 52

AI AI Data Governance Data Quality 52

Data Science 101

DECEMBER 5, 2019

Data Analysis as a career. In such a scenario, it is the need of the hour to find ways to make yourself indispensable to the organization. Any long-term plan of the organization is bound to have a significant role that involves a careful analysis of data and constantly keeping track of it to notice any change in patterns or trends.

Data Analyst 88

Data Analyst Data Scientist Data Analysis Data Analysis 88

Dataconomy

JULY 25, 2023

Let’s delve into a comprehensive analysis to predict the trajectory of this intriguing digital asset in our WLD price prediction. The Sam Altman crypto project “ Worldcoin “ Looking ahead, the future trajectory of Worldcoin remains an exciting topic of discussion. With an impressive current price of $1.99

AI 91

AI AI 91

Towards AI

JUNE 24, 2023

ChatGPT Can Now Automate Operational Tasks: The DAM Example Real-life scenarios where ChatGPT can improve your Digital Asset Management platform With the chatter about OpenAI and ChatGPT taking up lots of space and content over the Internet and even here on Medium, it is probably a topic that is familiar to many of you.

AI 79

AI AI Data Analysis Data Analysis 79

AssemblyAI

NOVEMBER 27, 2023

These additional models perform intelligent data analysis such as Summarization, Sentiment Analysis, Topic Detection, and more. Unfortunately, many of the publicly available datasets are academic datasets that do not encompass the diverse audio/video sources likely to be represented in real-world scenarios. 

AI 59

AI AI Data Analysis Data Analysis 59

AWS Machine Learning Blog

MARCH 28, 2024

These datasets encompass a broad range of topics and domains. SEC filings are available online through the SEC’s EDGAR (Electronic Data Gathering, Analysis, and Retrieval) database, which provides open data access. In other scenarios, instruction fine-tuning or RAG might be more suitable. the SEC assigned identifier).

AWS 96

AWS Machine Learning Machine Learning Data Quality 96

Heartbeat

AUGUST 23, 2023

Consider a scenario where legal practitioners are armed with clever algorithms capable of analyzing, comprehending, and extracting key insights from massive collections of legal papers. We will investigate the ethical issues that occur when utilizing NLP in legal analysis and look ahead to see what opportunities await us.

Natural Language Processing 52

Natural Language Processing Algorithm Artificial Intelligence Artificial Intelligence 52

Data Science Dojo

AUGUST 22, 2023

Large language models can be effectively deployed in these linguistic domains or scenarios requiring diverse communication. This can help students to learn at their own pace and focus on the topics that they are struggling with. Legal analysis: LLMs can be used to analyze legal arguments and to identify potential weaknesses.

Natural Language Processing 195

Natural Language Processing AI AI Deep Learning 195

IBM Journey to AI blog

NOVEMBER 29, 2023

Exploring “what-if” scenarios or new business events using synthetic data synthesized from agent-based simulations. Data leakage occurs when the original data or actual data contains information about the target, but such data won’t be accessible when the AI model is used for prediction or analysis.

Data Scientist 88

Data Scientist Machine Learning Machine Learning AI 88

Pickl AI

JULY 3, 2023

Data gathering, data integration, data modelling, analysis of information, and data visualization are all part of intelligence for businesses. Gain practical experience: Seek opportunities to apply your skills in real-world scenarios. Stay curious and committed to continuous learning.

Business Intelligence 52

Business Intelligence Business Intelligence SQL Data Visualization 52

Heartbeat

APRIL 10, 2023

“A Lego design in the style of Refik Anadol, representing a colorful Istanbul like pixels moving in the flow of waves.” — — Created by Midjourney, prompted by Yavuz Kömeçoğlu ChatGPT has been tested in many different scenarios and has been able to show very high performance in important tests.

Artificial Intelligence 83

Artificial Intelligence Artificial Intelligence Deep Learning Deep Learning 83

Dataconomy

JANUARY 15, 2024

Consider a scenario where you’re discussing the effectiveness of innovative marketing strategies. When integrating personal anecdotes, ensure they are relevant and contribute meaningfully to the topic at hand. Question their veracity and consider alternative perspectives on the topic.

AI 200

AI AI Algorithm Natural Language Processing 200

ODSC - Open Data Science

FEBRUARY 6, 2024

In this session, you’ll cover some of the essential topics in LLM development, including prompt engineering and fine-tuning, document embeddings, Retrieval-Augmented Generation (RAG), and LangChain and Transformers libraries. By the end of the tutorial, you’ll have a basic familiarity with how to use the latest tools for LLM development.

Big Data Analytics 52

Big Data Analytics Big Data Analytics Big Data Big Data 52

How to Learn Machine Learning

DECEMBER 2, 2022

As a result, vast amounts of data will be available for processing and analysis. Based on this call analysis, early diagnosis, changes in the patient’s condition can be monitored. #5 Of course, we do not want the scenario of machines taking over the world, as they did in Terminator!

Artificial Intelligence 52

Artificial Intelligence Artificial Intelligence AI AI 52

ODSC - Open Data Science

APRIL 26, 2023

Patient health records analysis It is no secret that the bane of the medical profession is paperwork, especially paperwork related to patient health. Meet some of the leading minds from trailblazing organizations such as Oracle, Mitre, Novartis, and more as they cover the topics impacting AI in Healthcare and Biopharma.

AI 52

AI AI Natural Language Processing Algorithm 52