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THWant to become a Machine Learning Engineer in 2025?
3 projects that are used in industry today, advice from a current engineer at AI startup
1. AI application agent:
scrapes from various sources, modifies your resume according to the job description, submit automatically. Use postgres, fast api, tool calling (from any LLM), and LangChain. Once you have this working, you can use it to find jobs you’re interested in!
2. RAG system:
Perform question and answers without hallucinations. First build an index over a set of documents using LlamaIndex and store it in a VectorDB like Weaviate/Pinecone. Then build frontend to serve the user in Next JS. Example: restaurant support agent. Bonus: Add voice mode using Bland and learn websockets.
3. Contribute to Open Source Project that ML engineers use:
This shows deep understanding of the infrastructure and popular frameworks. Good ones to pick are sklearn, pytorch, cline, vercel ai sdk, llamaindex, langchain.
Follow for part two where I show you how to ship one of these projects!
#mlprojects, #coding #cs, #softwareengineer, #openai #machinelearningengineer, #ragchatbot, #mlportfolio, #endtoendpipeline, #multimodalai, #ai2025 #career
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