Upcoming Bob

[Upcoming Bob @upcoming_bob]

Quoting

[Ashutosh Maheshwari @asmah2107]

For people who keep asking what to build in AI Engineering

> Build your own Reasoner (Chain of Thought implementation)

> Build your own Agent loop (ReAct pattern)

> Build your own Inference Server (in C++/Rust)

> Build your own Transformer from scratch (Attention is all you need)

> Build your own Vector Database (HNSW index)

> Build your own RAG pipeline

> Build your own Flash Attention kernel (CUDA)

> Build your own Quantization library (Int8/FP4 implementation)

> Build your own Mixture of Experts (MoE) routing layer

> Build your own Distributed training loop (FSDP/Tensor Parallelism)

> Build your own KV Cache paging system (like vLLM)

> Build your own Speculative Decoding system

> Build your own State Space Model (Mamba implementation)

> Build your own RLHF pipeline (PPO implementation)

> Build your own Small Language Model (SLM)

> Build your own Matrix Multiplication kernel

> Build your own LoRA (Low-Rank Adaptation) trainer

> Build your own Code interpreter sandbox

> Build your own DPO (Direct Preference Optimization) loss function

> Build your own Graph RAG system

> Build your own Model merger (Model Soups/Spherical Linear Interpolation)

> Build your own Interpretability tool (SAE - Sparse Autoencoders)

> Build your own Synthetic data generator

> Build your own Function Calling router

> Build your own Structured Output parser (Context Free Grammars)

> Build your own Multi-modal projector (CLIP implementation)

> Build your own LLM Eval harness

> Build your own Guardrails system (Input/Output filtering)

> Build your own Prompt caching mechanism

> Build your own Tokenizer (BPE implementation)

> Build your own Autograd engine (like Micrograd)

> Build your own Diffusion model (UNet + Scheduler)

> Build your own Vision Transformer (ViT)

> Build your own Whisper-style ASR model

> Build your own Text-to-Speech pipeline

> Build your own Semantic Router

> Build your own Knowledge Graph builder

> Build your own Data curation pipeline (MinHash/Deduplication)

> Build your own AI Gateway (Load balancing/Failover)

> Build your own Parameter Efficient Fine-Tuning (PEFT) library

> Build your own Text-to-SQL engine

> Build your own Recommendation system (Two-tower architecture)

> Build your own Embedding model

> Build your own Logit Processor

> Build your own Softmax kernel optimization

> Build your own Adversarial attack generator

> Build your own Audio Spectrogram transformer

> Build your own Neural Architecture Search

> Build your own Model Distillation pipeline

> Build your own Feature Store

> Build your own Database driver (for Vectors)

[Upcoming Bob @upcoming_bob]

@IamAravind_06 Bjp valle bayapadi trains apesaru

[Upcoming Bob @upcoming_bob]

@UNKOWN_GUN_MAN Mi Nanna kojja entra mi Amma and arithmetic padukundi

[Upcoming Bob @upcoming_bob]

@UNKOWN_GUN_MAN Mi Amma pukuni dengan nuv velli smell chudu ni Nanna kuda chudamanu

[Upcoming Bob @upcoming_bob]

@Pk_Ism @Vshnuvardhn_rdy Pawala videos chudu ra puka mundu

[Upcoming Bob @upcoming_bob]

@Pk_Ism @Vshnuvardhn_rdy Pawala lanja Ani anali

[Upcoming Bob @upcoming_bob]

@peakbob_ Monna rape chesindi up lo Yadav ae kadha

[Upcoming Bob @upcoming_bob]

@BheemlaBoy1 Allah sulli cheeku ra velli

[Upcoming Bob @upcoming_bob]

@BheemlaBoy1 Orey Pakistani na kodaka dengai ra india nundi

[Upcoming Bob @upcoming_bob]

@BheemlaBoy1 Pakistani na kodaka

[YSJ2.O @FlyingB48841]

@mohan55467 పవన్ కళ్యాణ్ ఎప్పుడు హిందూ మతాన్ని స్వీకరించాడు రా లబ్బే... బాప్టిజం తీసుకున్నా అని తన నోటితొనే చెప్పాడు .. కాషాయ రంగు వస్త్రాలు ధరించి నేను సనాతన హిందూ అని చెప్తె గొర్రెల్లా మీ కూలికుక్కలు ఎలా నమ్మారురా ఎర్రిహూకులు కాకపోతే..

[Upcoming Bob @upcoming_bob]

@UNKOWN_GUN_MAN Ite telling pawala gadi rice bag dengi tinu ra lanja kodaka

[Upcoming Bob @upcoming_bob]

@AbhiRamLuckky89 Night ayya na modda guduvamani mi Amma puke ni vadilesta

[Upcoming Bob @upcoming_bob]

@AbhiRamLuckky89 Ni mamma pukuni denga velli check chesko ra Madata kojja terrorist na kodaka

[Upcoming Bob @upcoming_bob]

@ForAReason_in_x @ysjagan @PawanKalyan cbn photo pettikoni mla seat Kottadam entra puka

[Upcoming Bob @upcoming_bob]

@ZingZing_Zack Veede ekuva mi records ki

[Upcoming Bob @upcoming_bob]

@saveagri2024 @AndhraXpress @PawanKalyan Madda guduvu

[Upcoming Bob @upcoming_bob]

@veeru356 @AndhraXpress @PawanKalyan Dp teessey ra rice bag lanjakodaka ....niyammi denga erripuka

[Upcoming Bob @upcoming_bob]

@veeru356 @AndhraXpress @PawanKalyan Dengutanu lanja kodaka nuvvu musli.m Modda ki puttav entra terrorist na kodaka

[Upcoming Bob @upcoming_bob]

@vinodchvr @murthyscribe Veedo lanja koduku

[Upcoming Bob @upcoming_bob]

@csk_janasena Rice bag lanja kodaka

[YSJ2.O @FlyingB48841]

@mohan55467 పవన్ కళ్యాణ్ ఎప్పుడు హిందూ మతాన్ని స్వీకరించాడు రా లబ్బే... బాప్టిజం తీసుకున్నా అని తన నోటితొనే చెప్పాడు .. కాషాయ రంగు వస్త్రాలు ధరించి నేను సనాతన హిందూ అని చెప్తె గొర్రెల్లా మీ కూలికుక్కలు ఎలా నమ్మారురా ఎర్రిహూకులు కాకపోతే..