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AU
Austin Powers
Asked on 20-11-2025

Is it possible to use AI agents for automated web research and market analysis?

I spend hours every week looking up competitor pricing and new product launches in the tech space. Can I build an autonomous agent that "surfs" the web, summarizes the key findings, and send...
Data Science
15012 views
votes
ST
Steven Walker
Asked on 20-11-2025

Is MapReduce still relevant in MongoDB or should I use Aggregation Pipelines?

I’m learning about big data processing in MongoDB. Many older tutorials suggest using MapReduce for complex data transformations, but the newer documentation pushes the Aggregation Framework. Is...
Data Science
13681 views
votes
JO
Jonathan Briggs
Asked on 19-11-2025

Can a Data Science course help transition from data analytics?

I currently work in a standard data analytics role writing SQL queries and building dashboards, but I want to move into predictive modeling and statistical learning. Which online course has had the bi...
Data Science
17556 views
votes
VI
Vincent Price
Asked on 19-11-2025

How does RAFT improve accuracy compared to standard RAG?

I'm researching the Retrieval-Augmented Fine-Tuning or RAFT methodology. How exactly does this approach improve factual accuracy compared to a traditional, out-of-the-box pipeline configuration? ...
Data Science
9984 views
votes
JE
Jeffrey Simmons
Asked on 18-11-2025

How to implement hybrid search using Chroma DB for more accurate RAG results?

Standard vector search sometimes misses the mark for specific keywords. Is it possible to implement a hybrid search approach in Chroma DB that combines semantic vector similarity with traditional keyw...
Data Science
5794 views
votes
KE
Kevin Foster
Asked on 18-11-2025

What are the best prompt engineering practices for generating high-quality Python code?

I'm trying to use AI to generate boilerplate for a new Data Science project. However, the code often lacks comments or follows outdated libraries. How can I improve my prompt engineering to ensure...
Data Science
16716 views
votes
BR
Bradley Norton
Asked on 18-11-2025

How is the cost of living affecting career choices and the pursuit of Data Science roles in 2025?

I’ve noticed a trend where even entry-level professionals are skipping traditional internships for high-paying data roles. How is the cost of living affecting career choices in your local region...
Data Science
15716 views
votes
AM
Amanda Collins
Asked on 18-11-2025

How can I build a Python script to convert multiple XLS files to CSV format automatically?

I am handling a large-scale data migration project and need to convert hundreds of legacy Excel (.xls and .xlsx) files into CSV format for a SQL database import. Doing this manually in Excel is not an...
Data Science
17195 views
votes
JO
John Miller
Asked on 15-11-2025

How does Apache Spark compare to legacy MapReduce frameworks?

We are preparing an architecture proposal for our tech steering committee. When comparing Apache Spark vs other big data processing frameworks for enterprise use, what are the primary performance adva...
Data Science
12562 views
votes
RE
Rebecca Ward
Asked on 15-11-2025

Will the development of AutoGen 0.4 make it superior to LangGraph's current cyclic model?

I've been following the GitHub repo for the upcoming updates. In your opinion, is Microsoft AutoGen still relevant after LangGraph given the new asynchronous architectural changes being planned? W...
Data Science
11120 views
votes

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