AI/ML DEVELOPER | SOFTWARE ENGINEER
AI / ML Enthusiast | Building Real-World Applications | Passionate About Innovation & Growth
IampassionateaboutArtificialIntelligence,MachineLearning,andDeepLearning.Ienjoybuildingintelligentsystemsthatsolvereal-worldproblemsandcontinuouslyexploremodernAItechnologies.Mygoalistocontributetocutting-edgeAIresearchwhileengineeringscalablesoftwarethatcreatesrealimpact.
LOC: GANDHINAGAR, GUJARAT, INDIA
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YEARS LEARNING
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PROJECTS BUILT
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TECHNOLOGIES
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SYSTEM.OPERATOR
Tirth Patel
Engineering intelligent systems from Gandhinagar — training models, shipping real applications, and documenting the journey.
STATUS: BUILDING — DO NOT DISTURB WHILE TRAINING
Every skill is a node in a computational ecosystem — real tools, real logos, orbiting one core. Hover the constellation or open the registry and watch the network respond.
ECOSYSTEM.STANDBY
REGISTRY.SYNCED WITH DATA.SOURCE — EDIT src/data/data.js TO UPDATE THE NETWORK
Each system below is a full engineering cycle — design, training, failure, iteration, release. Not tutorials. Original builds.
PROJECT.01 // ATTENTION.MATRIX
TirZ M1 is a GPT-style decoder-only transformer language model comprising 417,887,232 trainable parameters, designed and trained from scratch by Tirth Patel (@Tirth9978) under the OpenTirZ organization. Built upon the foundational principles established in the landmark Attention Is All You Need paper .
PROJECT.02 // SIGNAL.WAVEFORM
Deep Neural Network-based emotion detection system built using PyTorch. The project implements an end-to-end NLP pipeline including custom tokenization, vocabulary construction, sequence padding, and an LSTM-based neural network to classify emotions from real-world text.
PROJECT.03 // RADAR.SWEEP
Validated the theoretical limits of Integrated Sensing and Communication (ISAC) using commercial off-the-shelf acoustic hardware, demonstrating how real-world physics impacts EFIM-based designs.
PROJECT.04 // COMMIT.GRAPH
A Git-like version control system written in C for Linux implementing commands such as config, init, add, commit, and revert. Internally uses fork(), pipes, POSIX threads, and efficient buffered I/O.
PROJECT.05 // VOICE.RING
A Python-based voice assistant capable of understanding spoken commands, opening websites, providing weather updates, telling the current time, and automating everyday tasks through speech recognition.
Microsoft Student Technical Club - DAU — Sept 2025 - April 2026
Actively participated in technical workshops, hackathons, AI/ML learning sessions, and community initiatives while collaborating with fellow students.
Microsoft Student Technical Club - DAU — April 2026 - Present
Leading club operations, organizing technical events, coordinating teams, mentoring members, and promoting AI/ML innovation within the university community.
Student Alumni Cell — Sept 2025 - Feb 2026
Managed alumni engagement programs, coordinated networking events, and assisted in organizing seminars and mentorship sessions.
BTech Exploration Project — Jan 2025 - Dec 2025
Led a multidisciplinary project focused on designing an accident prevention mechanism for railway systems using IoT sensors and real-time monitoring.
2024 - 2028 — 7.5 CGPA
Bachelor of Technology · Information and Communication Technology (ICT)
BASE.KNOWLEDGE ACQUIRED — SYSTEM ONLINE SINCE 2024
Field notes on machine learning, systems and engineering — published on Medium. Scroll sideways through the archive.
NLPDOC.01Text clustering is the process of organizing text documents into groups based on their semantic similarity
Sep 7, 2026 · 12 min read
READ →BY TIRTH PATEL
A simple explanation of Accuracy, Precision, Recall, and F1-Score using a real-life AI cancer detection example and confusion matrix.
Jun 14, 2026 · 2 min read
READ →BY TIRTH PATEL
A beginner-friendly explanation of encoder-only, decoder-only, and encoder-decoder Transformer architectures and their real-world applications.
Jun 13, 2026 · 2 min read
READ →BY TIRTH PATEL
Understand how Softmax converts logits into probabilities and why it is widely used in classification, sentiment analysis, and Large Language Models.
Jun 10, 2026 · 2 min read
READ →BY TIRTH PATEL
An introduction to Multi-Head Latent Attention, an advanced attention mechanism designed to make LLM inference more memory efficient.
May 27, 2026 · 4 min read
READ →BY TIRTH PATEL
A beginner-friendly explanation of Layer Normalization and why normalization is an important component of modern Large Language Models.
May 21, 2026 · 4 min read
READ →BY TIRTH PATEL
A clear explanation of the difference between attention scores and attention weights in the self-attention mechanism used by Transformers.
May 14, 2026 · 3 min read
READ →BY TIRTH PATEL
Learn how the dot product is used in Self-Attention to measure relationships between queries and keys.
May 13, 2026 · 3 min read
READ →BY TIRTH PATEL
A practical Python-based AI Voice Assistant capable of interacting naturally, opening websites, telling the time, fetching weather information, and more.
Jan 14, 2026 · 4 min read
READ →BY TIRTH PATEL
An end-to-end Emotion Detection project using Deep Neural Networks and PyTorch to classify human emotions.
Jan 9, 2026 · 5 min read
READ →BY TIRTH PATEL
Machine LearningDOC.11A beginner-friendly introduction to Machine Learning, explaining the core idea of how machines learn from data with simple examples.
Sep 21, 2025 · 3 min read
READ →BY TIRTH PATEL
SYSTEM.STANDBY — READY TO BUILD
Have a problem worth solving? A model worth training? A product worth shipping? The channel is open.
TEL: +91 7984574445
LOC: GANDHINAGAR, GUJARAT, INDIA