Sinclair

A.I Research in Cancer & Sepsis

[Sinclair @clairclancy]

#face

[Sinclair @clairclancy]

we shouldn't pray for an easy life, but the strength to endure a difficult one. -- Father Stu

#catholic

[Sinclair @clairclancy]

Explored the real clinical dataset 🧬

📂 Indiana University Chest X-ray Collection
- Images counted per class
- Label distribution checked
- 10 random samples visualised per category
- Corrupted files flagged
- Class imbalance analysed

[Sinclair @clairclancy]

The 2017 CheXNet paper still stands out, Pneumonia Detection from chest X-rays learned end-to-end with a CNN. Early but powerful medical AI.

https://t.co/zTwLlqOwFp

#MachineLearning #Healthcare #DeepLearning

[Sinclair @clairclancy]

At Mass, suffering is no longer meaningless because it stands beside the Cross.

#catholic #mass #christ #Pentecost

[Sinclair @clairclancy]

I tend to meet the world with thick skin, but nothing humbles me like the quiet finality of death. It is a sudden, sharp lens that burns away the trivial noise we waste our days chasing, forcing us to look at the only things that ever truly deserved our love.

#life #death

[Sinclair @clairclancy]

I’m only here so I can eat like a absolute raccoon later.

#fitnesslifestyle #eat

[Sinclair @clairclancy]

Built an AI tool that plans my whole week around my work, gym, personal life automatically.

ML learns from feedback and gets smarter every week.

Also exports to google calendar + apple reminder

Note : Open to contributions, feature requests, and ideas.

https://t.co/dpeEI7AfpK

[Sinclair @clairclancy]

Felt like a long time coming, but I’m finally back home, where I belong.

#sunday #catholic #church

[Sinclair @clairclancy]

Oh boy! I need to perfect my German, French and Spanish fluency this year.

[Sinclair @clairclancy]

we are here to drink beer, we are here to kill war, We are here to laugh at the odds and live our lives so well that death will tremble to take us" - Charles Bukowski

[Sinclair @clairclancy]

Building a simple neural network from scratch in java which includes
Feedforward, backward propagation, Loss Function, Activation Functions

https://t.co/kv8Vja9emL

#Java #coding #AI #dev

[Sinclair @clairclancy]

Neural Network Feedforward ( one layer ) in Python vs Java language

Python: “I’ll just guess your types and do the magic ”

Java : “Type. Type. Type. Now… compile. Wait… fix that. Compile again.”

#CodingLife #PythonVsJava #ProgrammerHumor

[Sinclair @clairclancy]

Built a tiny neural net from scratch to read handwritten digits. 0 - 9

784 inputs → 2 hidden layers → 10 outputs
1. Forward pass
2. Backprop
Watching it go from random noise → recognizing numbers feels like magic!
#ML #DeepLearning #Python

[Sinclair @clairclancy]

The pace of the AI race is forcing deeper questions. With my MSc ending in 6 months, a PhD is starting to feel less optional and more inevitable.

[Sinclair @clairclancy]

Mathematics, physics, and statistics aren’t just subjects….they’re the keys that unlock how the universe thinks.

[Sinclair @clairclancy]

@TheVixhal This is absolutely amazing man, actually built same with python but used sigmoid as activation and used Xavier initialisation to handle the vanishing gradient issue

[Sinclair @clairclancy]

Behind the 🎬
Hand calculating the gradient descent for multinomial logistic regression problem

#tech #Ai #dev #machine #

[Sinclair @clairclancy]

Behind the scene of my hand calculation of feedforward propagation before I convert it into neural network python code

[Sinclair @clairclancy]

🚀 Building intelligence from scratch. (Neural Network)

I implemented a Multi-Layer Perceptron (MLP) in Python without TensorFlow or PyTorch, to truly understand how neural networks learn.

#MachineLearning #DeepLearning #NeuralNetworks #Python #AI #NapierUniversity 🧠