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NEW

Why Local Models Are Enough for Enterprise AI

Local models moved from hobbyist territory to a real deployment option for one reason: you can run AI without shipping sensitive data to someone else's servers. For a large share of internal enterprise work, that single property settles the decision. You keep the data, you control the cost, and you…
Thumbnail Image of Tutorial Why Local Models Are Enough for Enterprise AI
Image of Author Dr. Dipen
Dr. Dipen
I am an AI/ML researcher with 150+ citations and 16 published research papers. I have three tier-1 publications, including Internet of Things (Elsevier), Biomedical Signal Processing and Control (Elsevier), and IEEE Access. In my research journey, I have collaborated with NASA Glenn Research Center, Cleveland Clinic, and the U.S. Department of Energy for various research projects. I am also an official reviewer and have reviewed over 100 research papers for Elsevier, IEEE Transactions, ICRA, MDPI, and other top journals and conferences. I hold a PhD from Cleveland State University with a focus on large language models (LLMs) in cybersecurity, and I also earned a master’s degree in informatics from Northeastern University.
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Vector Databases vs Graph RAG: Picking the Right Memory for AI Agents

Watch: VectorDB vs GraphDB for Gen AI Agents | Databases for AI by AWS Events Use vector databases for semantic memory. Use Graph RAG for structured reasoning. Combine them when your agent needs both recall and explainability. That one line covers most decisions. The rest of this section unpacks…
Thumbnail Image of Tutorial Vector Databases vs Graph RAG: Picking the Right Memory for AI Agents
Image of Author Dr. Dipen
Dr. Dipen
I am an AI/ML researcher with 150+ citations and 16 published research papers. I have three tier-1 publications, including Internet of Things (Elsevier), Biomedical Signal Processing and Control (Elsevier), and IEEE Access. In my research journey, I have collaborated with NASA Glenn Research Center, Cleveland Clinic, and the U.S. Department of Energy for various research projects. I am also an official reviewer and have reviewed over 100 research papers for Elsevier, IEEE Transactions, ICRA, MDPI, and other top journals and conferences. I hold a PhD from Cleveland State University with a focus on large language models (LLMs) in cybersecurity, and I also earned a master’s degree in informatics from Northeastern University.
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NEW

Using ZeRO and FSDP to Scale Large Models on Multiple GPUs

Watch: Ultimate Guide To Scaling ML Models - Megatron-LM | ZeRO | DeepSpeed | Mixed Precision by Aleksa Gordić - The AI Epiphany ZeRO and FSDP solve the same problem the same way: shard the heavy parts of training across your GPUs so no single card has to hold all of it. Where they differ is…
Thumbnail Image of Tutorial Using ZeRO and FSDP to Scale Large Models on Multiple GPUs
Image of Author Dr. Dipen
Dr. Dipen
I am an AI/ML researcher with 150+ citations and 16 published research papers. I have three tier-1 publications, including Internet of Things (Elsevier), Biomedical Signal Processing and Control (Elsevier), and IEEE Access. In my research journey, I have collaborated with NASA Glenn Research Center, Cleveland Clinic, and the U.S. Department of Energy for various research projects. I am also an official reviewer and have reviewed over 100 research papers for Elsevier, IEEE Transactions, ICRA, MDPI, and other top journals and conferences. I hold a PhD from Cleveland State University with a focus on large language models (LLMs) in cybersecurity, and I also earned a master’s degree in informatics from Northeastern University.
•Last Updated:
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Fine-Tune LLMs 3x Faster with Newline AI Course

Fine-tuning a large language model isn't only a technical chore. For a mid-career developer trying to move into AI work, it's leverage. You take a pre-trained model, point it at a specific problem, and suddenly the outputs actually fit the business instead of sounding like a generic chatbot.…
Thumbnail Image of Tutorial Fine-Tune LLMs 3x Faster with Newline AI Course
Image of Author Dr. Dipen
Dr. Dipen
I am an AI/ML researcher with 150+ citations and 16 published research papers. I have three tier-1 publications, including Internet of Things (Elsevier), Biomedical Signal Processing and Control (Elsevier), and IEEE Access. In my research journey, I have collaborated with NASA Glenn Research Center, Cleveland Clinic, and the U.S. Department of Energy for various research projects. I am also an official reviewer and have reviewed over 100 research papers for Elsevier, IEEE Transactions, ICRA, MDPI, and other top journals and conferences. I hold a PhD from Cleveland State University with a focus on large language models (LLMs) in cybersecurity, and I also earned a master’s degree in informatics from Northeastern University.
•Last Updated:
00
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NEW

8-Step Firebase Schema Migration Checklist

Firebase schema migrations don't work like the SQL migrations most of us learned on. Firestore has no ALTER TABLE. You change your data model by writing scripts that read old documents and rewrite them, all while your app keeps serving live traffic. This 8-step checklist breaks that risky work into…
Thumbnail Image of Tutorial 8-Step Firebase Schema Migration Checklist
Image of Author Dr. Dipen
Dr. Dipen
I am an AI/ML researcher with 150+ citations and 16 published research papers. I have three tier-1 publications, including Internet of Things (Elsevier), Biomedical Signal Processing and Control (Elsevier), and IEEE Access. In my research journey, I have collaborated with NASA Glenn Research Center, Cleveland Clinic, and the U.S. Department of Energy for various research projects. I am also an official reviewer and have reviewed over 100 research papers for Elsevier, IEEE Transactions, ICRA, MDPI, and other top journals and conferences. I hold a PhD from Cleveland State University with a focus on large language models (LLMs) in cybersecurity, and I also earned a master’s degree in informatics from Northeastern University.
•Last Updated:
00
Read Full Article

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