5 Easy Projects to Kickstart Your Journey with LLMs

1. Build a Smart Q&A Chatbot with GPT-4

[{"selector":"#anim-f287c3b6-dc31-45c4-ba22-424b73874f38","keyframes":{"opacity":[0,1]},"delay":100,"duration":1700,"easing":"cubic-bezier(0.4, 0.4, 0.0, 1)","fill":"both"}] [{"selector":"#anim-1b7d198b-abcf-44fb-a7f9-c131c3a2a898","keyframes":{"opacity":[0,1]},"delay":200,"duration":1400,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-fdd8c43b-c4dd-4273-a8b7-8938434819e6","keyframes":{"transform":["translate3d(0px, 231.34176%, 0)","translate3d(0px, 0px, 0)"]},"delay":200,"duration":1400,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-a40560a1-c7e7-4485-a0d6-1731fdac4b6c","keyframes":{"opacity":[0,1]},"delay":200,"duration":1400,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-741b3d36-7d69-4b9b-82d2-c3f429dea3b7","keyframes":{"transform":["translate3d(0px, 189.40970%, 0)","translate3d(0px, 0px, 0)"]},"delay":200,"duration":1400,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] Create "KnowItAll," a chatbot that answers questions, writes code, and more using GPT-4, HTML, CSS, and JavaScript. image source : ideogram

2. Summarize Videos with LLMs

[{"selector":"#anim-8cec7a5f-1f64-4216-9b96-645f6147876b","keyframes":{"opacity":[0,1]},"delay":100,"duration":1700,"easing":"cubic-bezier(0.4, 0.4, 0.0, 1)","fill":"both"}] [{"selector":"#anim-defa7458-dfee-4f52-9160-c9604f4c5e3b","keyframes":{"opacity":[0,1]},"delay":200,"duration":1400,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-79d55136-bcf6-4e54-86c9-233510eaf653","keyframes":{"transform":["translate3d(0px, 335.92078%, 0)","translate3d(0px, 0px, 0)"]},"delay":200,"duration":1400,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-53ef04c8-9dd2-44df-925e-87b85df5170f","keyframes":{"opacity":[0,1]},"delay":200,"duration":1400,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-6a7160f8-7f7b-4172-8f6e-947c3f3e248c","keyframes":{"transform":["translate3d(0px, 220.65964%, 0)","translate3d(0px, 0px, 0)"]},"delay":200,"duration":1400,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] Learn to summarize YouTube videos using ASR transcriptions, Rpunct for cleanup, and OpenAI models for quick insights. image source : ideogram

3. DIY Retrieval-Augmented Generation (RAG)

[{"selector":"#anim-0d97dcda-01b6-4302-9322-b12efe77deb6","keyframes":{"opacity":[0,1]},"delay":100,"duration":1700,"easing":"cubic-bezier(0.4, 0.4, 0.0, 1)","fill":"both"}] [{"selector":"#anim-cc91928d-57f3-40fe-b153-d7d9b2c9d357","keyframes":{"opacity":[0,1]},"delay":200,"duration":1400,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-a7ccede9-996c-41b6-8abd-371e50a04764","keyframes":{"transform":["translate3d(0px, 231.34176%, 0)","translate3d(0px, 0px, 0)"]},"delay":200,"duration":1400,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-cdf619e6-3925-4804-8922-92327f62057b","keyframes":{"opacity":[0,1]},"delay":200,"duration":1400,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-7cf10d13-a8ba-4386-a03b-ffc7e4a539c0","keyframes":{"transform":["translate3d(0px, 189.40970%, 0)","translate3d(0px, 0px, 0)"]},"delay":200,"duration":1400,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] Build a RAG system from scratch, covering document chunking, embeddings, and similarity-based data retrieval. image source : ideogram

4. Create a Question-Answering System with RAG

[{"selector":"#anim-c308536d-494c-4db7-a61e-7efc979517bb","keyframes":{"opacity":[0,1]},"delay":100,"duration":1700,"easing":"cubic-bezier(0.4, 0.4, 0.0, 1)","fill":"both"}] [{"selector":"#anim-42c2f1ab-7a98-4c62-aae4-5f065eacccbe","keyframes":{"opacity":[0,1]},"delay":200,"duration":1400,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-2225241f-42ff-4210-9f22-b59c09bb43a7","keyframes":{"transform":["translate3d(0px, 180.31047%, 0)","translate3d(0px, 0px, 0)"]},"delay":200,"duration":1400,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-302da00d-9cae-4a0c-8447-2630645b8cdb","keyframes":{"opacity":[0,1]},"delay":200,"duration":1400,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-dbdda9be-a148-4e3f-83e1-6713fe8fb35d","keyframes":{"transform":["translate3d(0px, 170.65969%, 0)","translate3d(0px, 0px, 0)"]},"delay":200,"duration":1400,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] Enhance LLMs’ accuracy by integrating RAG for domain-specific tasks with tools like Mistral-7B and Chroma. image source : ideogram

5. Fine-Tune LLMs with QLoRA

[{"selector":"#anim-2485ab04-dd33-48e4-b1d5-c497e609b624","keyframes":{"opacity":[0,1]},"delay":100,"duration":1700,"easing":"cubic-bezier(0.4, 0.4, 0.0, 1)","fill":"both"}] [{"selector":"#anim-7f51cccc-3c90-4a35-b568-2b9a004910c0","keyframes":{"opacity":[0,1]},"delay":200,"duration":1400,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-f0b8e6f2-6f50-4240-b124-2a7f3723a734","keyframes":{"transform":["translate3d(0px, 335.92078%, 0)","translate3d(0px, 0px, 0)"]},"delay":200,"duration":1400,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-06fedefb-24ad-40fa-a083-0c1684fa9f76","keyframes":{"opacity":[0,1]},"delay":200,"duration":1400,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-9832bba1-3d40-4da9-88ef-0e866e78bff4","keyframes":{"transform":["translate3d(0px, 223.78469%, 0)","translate3d(0px, 0px, 0)"]},"delay":200,"duration":1400,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] Customize LLMs efficiently using QLoRA and the Phi-2 model, from dataset prep to training and evaluation. image source : ideogram

5 Easy Projects to Kickstart Your Journey with LLMs

Manikandan

1. Build a Smart Q&A Chatbot with GPT-4

2. Summarize Videos with LLMs

3. DIY Retrieval-Augmented Generation (RAG)

4. Create a Question-Answering System with RAG

5. Fine-Tune LLMs with QLoRA

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