AWS Machine Learning Blog

APRIL 16, 2024

They then use SQL to explore, analyze, visualize, and integrate data from various sources before using it in their ML training and inference. Previously, data scientists often found themselves juggling multiple tools to support SQL in their workflow, which hindered productivity.

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Flipboard

APRIL 28, 2025

In this post, we employ the LLM-as-a-judge technique to evaluate the text-to-SQL and chain-of-thought capabilities of Amazon Bedrock Agents. These include a sample RAG agent, a sample text-to-SQL agent, and pharmaceutical research agents that use multi-agent collaboration for cancer biomarker discovery.

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Analytics Vidhya

NOVEMBER 6, 2020

Introduction to Artificial Intelligence and Machine Learning Artificial Intelligence (AI) and its sub-field Machine Learning (ML) have taken the world by storm. The post A Comprehensive Step-by-Step Guide to Become an Industry-Ready Data Science Professional appeared first on Analytics Vidhya.

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AWS Machine Learning Blog

JUNE 20, 2024

The data is stored in a data lake and retrieved by SQL using Amazon Athena. The following figure shows a search query that was translated to SQL and run. Data is normally stored in databases, and can be queried using the most common query language, SQL. Constructing SQL queries from natural language isn’t a simple task.

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AWS Machine Learning Blog

AUGUST 1, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading artificial intelligence (AI) companies like AI21 Labs, Anthropic, Cohere, Meta, Mistral AI, Stability AI, and Amazon through a single API. This process might take a couple of hours.

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AWS Machine Learning Blog

FEBRUARY 28, 2024

Structured Query Language (SQL) is a complex language that requires an understanding of databases and metadata. Today, generative AI can enable people without SQL knowledge. This generative AI task is called text-to-SQL, which generates SQL queries from natural language processing (NLP) and converts text into semantically correct SQL.

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Data Science Dojo

OCTOBER 4, 2024

Explore the top 5 no-code AI tools for software developers Key Skills Required Proficiency in programming languages such as Python, C++, and JavaScript. Their research can lead to breakthroughs in fields such as artificial intelligence, machine learning, and cybersecurity, which are essential for the progress of modern society.

Computer Science 418

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ODSC - Open Data Science

APRIL 6, 2023

For budding data scientists and data analysts, there are mountains of information about why you should learn R over Python and the other way around. Though both are great to learn, what gets left out of the conversation is a simple yet powerful programming language that everyone in the data science world can agree on, SQL.

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Data Science Dojo

MARCH 7, 2023

These skills include programming languages such as Python and R, statistics and probability, machine learning, data visualization, and data modeling. Programming Data scientists need to have a solid foundation in programming languages such as Python, R, and SQL.

Data Scientist 221

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Data Science Dojo

APRIL 6, 2023

While Python and R are popular for analysis and machine learning, SQL and database management are often overlooked. However, data is typically stored in databases and requires SQL or business intelligence tools for access. They use Structured Query Language (SQL) for managing and querying data. What is SQL?

Database 195

Database SQL Data Science Business Intelligence 195

Towards AI

MARCH 29, 2024

Best AI SQL Query Tools Want to quickly get answers from your database? It’s an open-source tool that helps you generate SQL to let the data speak for itself. Vanna is precisely such a Python package that utilizes RAG technology to quickly generate SQL queries for you. Ask questions, and it answers with SQL.

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AWS Machine Learning Blog

NOVEMBER 14, 2024

Streamlit is an open source framework for data scientists to efficiently create interactive web-based data applications in pure Python. In this post, we save the data in JSON format, but you can also choose to store it in your preferred SQL or NoSQL database. Install Python 3.7 or later on your local machine.

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AWS Machine Learning Blog

AUGUST 30, 2024

With the rapid growth of generative artificial intelligence (AI), many AWS customers are looking to take advantage of publicly available foundation models (FMs) and technologies. Meta Llama 3’s capabilities enhance accuracy and efficiency in understanding and generating SQL queries from natural language inputs.

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AWS Machine Learning Blog

AUGUST 22, 2024

Snowflake Arctic is a family of enterprise-grade large language models (LLMs) built by Snowflake to cater to the needs of enterprise users, exhibiting exceptional capabilities (as shown in the following benchmarks ) in SQL querying, coding, and accurately following instructions.

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AWS Machine Learning Blog

NOVEMBER 15, 2024

For instance, analyzing large tables might require prompting the LLM to generate Python or SQL and running it, rather than passing the tabular data to the LLM. In your code, the final variable should be named "result". """ We can then parse the code out from the tags in the LLM response and run it using exec in Python.

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Data Science Dojo

JULY 3, 2024

They cover a wide range of topics, ranging from Python, R, and statistics to machine learning and data visualization. Here’s a list of key skills that are typically covered in a good data science bootcamp: Programming Languages : Python : Widely used for its simplicity and extensive libraries for data analysis and machine learning.

Data Science 150

Data Science Machine Learning Machine Learning Data Visualization 150

Snorkel AI

MAY 26, 2023

[link] Ahmad Khan, head of artificial intelligence and machine learning strategy at Snowflake gave a presentation entitled “Scalable SQL + Python ML Pipelines in the Cloud” about his company’s Snowpark service at Snorkel AI’s Future of Data-Centric AI virtual conference in August 2022. Welcome everybody.

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Snorkel AI

MAY 26, 2023

[link] Ahmad Khan, head of artificial intelligence and machine learning strategy at Snowflake gave a presentation entitled “Scalable SQL + Python ML Pipelines in the Cloud” about his company’s Snowpark service at Snorkel AI’s Future of Data-Centric AI virtual conference in August 2022. Welcome everybody.

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Data Science Dojo

SEPTEMBER 5, 2024

While data science leverages vast datasets to extract actionable insights, computer science forms the backbone of software development, cybersecurity, and artificial intelligence. Artificial Intelligence (AI) and Machine Learning : Develop models that can learn from data and make autonomous decisions.

Computer Science 195

Computer Science Computer Science Data Science Machine Learning 195

Data Science Dojo

SEPTEMBER 5, 2024

While data science leverages vast datasets to extract actionable insights, computer science forms the backbone of software development, cybersecurity, and artificial intelligence. Artificial Intelligence (AI) and Machine Learning : Develop models that can learn from data and make autonomous decisions.

Computer Science 195

Computer Science Computer Science Data Science Machine Learning 195

Towards AI

JANUARY 11, 2024

Tabular data is the data in the typical table — some columns and rows are structured well, like in Excel or SQL data. Pandas is one of the most prominent Python Packages for data exploration and manipulation. Every data professional learning Python would come across Pandas during their work. How do we do? Let's get into it.

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AWS Machine Learning Blog

FEBRUARY 12, 2025

medium instance with a Python 3 (ipykernel) kernel. For this post, we use a dataset called sql-create-context , which contains samples of natural language instructions, schema definitions and the corresponding SQL query. We send the following input: You are a text to SQL query translator.

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AWS Machine Learning Blog

MARCH 8, 2023

california_housing.columns[-1]: create_table_sql = create_table_sql + ",n" else: create_table_sql = create_table_sql + ")" # execute the SQL statement to create the table print(f"create_table_sql={create_table_sql}") conn.cursor().execute(create_table_sql) A Python script to connect to Secrets Manager to retrieve Snowflake credentials.

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ML ML AWS Python 136

Pickl AI

NOVEMBER 4, 2024

Coming to APIs again, discover how to use ChatGPT APIs in Python by clicking on the link. Each database type requires its specific driver, which interprets the application’s SQL queries and translates them into a format the database can understand. INSERT : Add new records to a table. UPDATE : Modify existing records in a table.

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Data Science Blog

JUNE 30, 2023

However, we collect these over time and will make trends secure, for example how the demand for Python, SQL or specific tools such as dbt or Power BI changes. The presentation is currently limited to the current situation on the labor market. Why we did it? It is a nice show-case many people are interested in.

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Dataconomy

SEPTEMBER 5, 2023

For instance, you could use Duet AI to transition a legacy app written in C++ over to Go, while also switching the database backend to Google Cloud SQL. All this could be done through a user-friendly prompt like: “Convert this function to Go and use Cloud SQL.”

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Pickl AI

DECEMBER 25, 2024

Descriptive analytics is a fundamental method that summarizes past data using tools like Excel or SQL to generate reports. Programming languages like Python and R are commonly used for data manipulation, visualization, and statistical modeling. These tools enable professionals to turn raw data into digestible insights quickly.

Data Science 52

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ODSC - Open Data Science

FEBRUARY 13, 2023

How Deep Neural Networks Work and How We Put Them to Work at Facebook Deep learning is the technology driving today’s artificial intelligence boom. Topics include python fundamentals, SQL for data science, statistics for machine learning, and more. To get the best results, it’s helpful to understand how they work.

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AWS Machine Learning Blog

MAY 30, 2024

CBRE is unlocking the potential of artificial intelligence (AI) to realize value across the entire commercial real estate lifecycle—from guiding investment decisions to managing buildings. The wrapper function creates a dynamic prompt template and generates a SQL query using Anthropic Claude 2.

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Towards AI

APRIL 19, 2024

Generative Artificial Intelligence is guiding the forward for businesses worldwide. Generative AI, being an excellent successor of Artificial Intelligence, has made its presence felt with ever-amazing explorations. Get a closer view of the top generative AI companies making waves in 2024.

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ODSC - Open Data Science

MARCH 6, 2023

Primary Coding Language for Machine Learning Likely to the surprise of no one, python by far is the leading programming language for machine learning practitioners. In the first blog, we’re going to discuss the technical side of things, such as what languages and platforms people are using.

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AWS Machine Learning Blog

APRIL 24, 2024

Conversational artificial intelligence (AI) assistants are engineered to provide precise, real-time responses through intelligent routing of queries to the most suitable AI functions. You can use LCEL to build the SQL chain. For example, “What are the max metrics for device 1009?”

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AWS AI AI SQL 140

Pickl AI

OCTOBER 27, 2024

Students learn to work with tools like Python, R, SQL, and machine learning frameworks, which are essential for analysing complex datasets and deriving actionable insights1. Are you aiming for a role as a Data Analyst, Machine Learning engineer, or perhaps a Data Scientist specialising in Artificial Intelligence?

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ODSC - Open Data Science

FEBRUARY 15, 2023

Warmup sessions include Data Primer Course — March 2, 2023 SQL Primer Course — March 14, 2023 Programming Primer Course with Python — April 6, 2023 AI Primer Course — April 26, 2023 Bootcamp Orientation In March and April, we will be offering virtual orientation sessions. Check them out below.

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ODSC - Open Data Science

MARCH 13, 2023

Looking forward If you’re interested in learning more about machine learning, Then check out ODSC East 2023 , where there will be a number of sessions as part of the machine & deep learning track that will cover the tools, strategies, platforms, and use cases you need to know to excel in the field.

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Pickl AI

OCTOBER 27, 2023

Python , a versatile and powerful programming language, has witnessed an unprecedented surge in popularity in recent years. Its developer frameworks play a pivotal role in Python’s success, aiding in creating efficient, scalable, and maintainable applications. Python’s versatility is another key factor.

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Pickl AI

AUGUST 21, 2023

Programming languages like Python are pivotal. Programming paradigms in Python play a crucial role in defining the style and approach to writing code. Python is a versatile and widely-used programming language, supports multiple programming paradigms, each with its own unique characteristics and advantages.

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