AI & Machine Learning Engineer
From Math Foundations to Production AI
A complete journey from mathematical foundations through deep learning frameworks to building and deploying production AI applications — covering linear algebra, neural networks, NLP, and real-world AI systems.
8 Series
128 Articles
80 Hours
Natural Language Processing
AI Application Development
Capstone Embedding Search Rag
39 min read
Linear algebra, calculus, probability, statistics, and optimization for machine learning.
Read Article →
Capstone Lora Low Rank Adaptation
30 min read
Linear algebra, calculus, probability, statistics, and optimization for machine learning.
Read Article →
Capstone Next Token Model
36 min read
Linear algebra, calculus, probability, statistics, and optimization for machine learning.
Read Article →
Capstone Self Attention
30 min read
Linear algebra, calculus, probability, statistics, and optimization for machine learning.
Read Article →
Extension01 Tensor Calculus Auto...
45 min read
Linear algebra, calculus, probability, statistics, and optimization for machine learning.
Read Article →
Extension02 Transformer Llm Math
44 min read
Linear algebra, calculus, probability, statistics, and optimization for machine learning.
Read Article →
Extension03 Generative Model Math
44 min read
Linear algebra, calculus, probability, statistics, and optimization for machine learning.
Read Article →
Extension04 Training Alignment E...
37 min read
Linear algebra, calculus, probability, statistics, and optimization for machine learning.
Read Article →
Part01 Mathematical Thinking
37 min read
Linear algebra, calculus, probability, statistics, and optimization for machine learning.
Read Article →
Part02 Set Theory
47 min read
Linear algebra, calculus, probability, statistics, and optimization for machine learning.
Read Article →
Part03 Combinatorics
34 min read
Linear algebra, calculus, probability, statistics, and optimization for machine learning.
Read Article →
Part04 Probability
42 min read
Linear algebra, calculus, probability, statistics, and optimization for machine learning.
Read Article →
View All 20 Articles
Continue Series
Artificial Neural Networks Guide
36 min read
Python setup, NumPy, Pandas, Matplotlib, scikit-learn, and data science workflows.
Read Article →
Attention Is All You Need Transf...
33 min read
Python setup, NumPy, Pandas, Matplotlib, scikit-learn, and data science workflows.
Read Article →
Computer Vision Fundamentals Guide
35 min read
Python setup, NumPy, Pandas, Matplotlib, scikit-learn, and data science workflows.
Read Article →
Machine Learning Mathematics Sta...
44 min read
Python setup, NumPy, Pandas, Matplotlib, scikit-learn, and data science workflows.
Read Article →
Python Data Science Machine Lear...
44 min read
Python setup, NumPy, Pandas, Matplotlib, scikit-learn, and data science workflows.
Read Article →
Python Data Science Numpy Founda...
39 min read
Python setup, NumPy, Pandas, Matplotlib, scikit-learn, and data science workflows.
Read Article →
Python Data Science Pandas Analysis
32 min read
Python setup, NumPy, Pandas, Matplotlib, scikit-learn, and data science workflows.
Read Article →
Python Data Science Visualization
42 min read
Python setup, NumPy, Pandas, Matplotlib, scikit-learn, and data science workflows.
Read Article →
Python Setup Notebooks Guide
41 min read
Python setup, NumPy, Pandas, Matplotlib, scikit-learn, and data science workflows.
Read Article →
Pytorch Deep Learning Guide
48 min read
Python setup, NumPy, Pandas, Matplotlib, scikit-learn, and data science workflows.
Read Article →
Tensorflow Deep Learning Guide
39 min read
Python setup, NumPy, Pandas, Matplotlib, scikit-learn, and data science workflows.
Read Article →
Part01 Why And History
39 min read
Perceptrons, backpropagation, CNNs, RNNs, attention mechanisms, and architectures.
Read Article →
Part02 Building Blocks
34 min read
Perceptrons, backpropagation, CNNs, RNNs, attention mechanisms, and architectures.
Read Article →
Part03 How They Learn
39 min read
Perceptrons, backpropagation, CNNs, RNNs, attention mechanisms, and architectures.
Read Article →
Part04 First Network From Scratch
45 min read
Perceptrons, backpropagation, CNNs, RNNs, attention mechanisms, and architectures.
Read Article →
Part05 Architectures Overview
37 min read
Perceptrons, backpropagation, CNNs, RNNs, attention mechanisms, and architectures.
Read Article →
Part06 Cnns Deep Dive
31 min read
Perceptrons, backpropagation, CNNs, RNNs, attention mechanisms, and architectures.
Read Article →
Part07 Rnns Lstms Deep Dive
30 min read
Perceptrons, backpropagation, CNNs, RNNs, attention mechanisms, and architectures.
Read Article →
Part08 Autoencoders Gans
48 min read
Perceptrons, backpropagation, CNNs, RNNs, attention mechanisms, and architectures.
Read Article →
Part09 Transformers Best Practices
49 min read
Perceptrons, backpropagation, CNNs, RNNs, attention mechanisms, and architectures.
Read Article →
Deep Dive Gan
42 min read
Tensors, autograd, nn.Module, training loops, distributed training, and deployment.
Read Article →
Deep Dive Gpt2
35 min read
Tensors, autograd, nn.Module, training loops, distributed training, and deployment.
Read Article →
Deep Dive Resnet
40 min read
Tensors, autograd, nn.Module, training loops, distributed training, and deployment.
Read Article →
Deep Dive Unet
32 min read
Tensors, autograd, nn.Module, training loops, distributed training, and deployment.
Read Article →
Deep Dive Yolo
47 min read
Tensors, autograd, nn.Module, training loops, distributed training, and deployment.
Read Article →
Part01 Tensors Autograd Gpu
45 min read
Tensors, autograd, nn.Module, training loops, distributed training, and deployment.
Read Article →
Part02 Neural Networks
48 min read
Tensors, autograd, nn.Module, training loops, distributed training, and deployment.
Read Article →
Part03 Training Evaluation
35 min read
Tensors, autograd, nn.Module, training loops, distributed training, and deployment.
Read Article →
Part04 Datasets Dataloaders
35 min read
Tensors, autograd, nn.Module, training loops, distributed training, and deployment.
Read Article →
Part05 Cnns Computer Vision
31 min read
Tensors, autograd, nn.Module, training loops, distributed training, and deployment.
Read Article →
Part06 Rnns Lstms Sequences
47 min read
Tensors, autograd, nn.Module, training loops, distributed training, and deployment.
Read Article →
Part07 Transformers Attention
47 min read
Tensors, autograd, nn.Module, training loops, distributed training, and deployment.
Read Article →
View All 14 Articles
Continue Series
Deep Dive Bert
35 min read
Keras API, custom training, TF Serving, TFLite, and production pipelines.
Read Article →
Deep Dive Efficientnet
44 min read
Keras API, custom training, TF Serving, TFLite, and production pipelines.
Read Article →
Deep Dive Stable Diffusion
45 min read
Keras API, custom training, TF Serving, TFLite, and production pipelines.
Read Article →
Deep Dive Vit
35 min read
Keras API, custom training, TF Serving, TFLite, and production pipelines.
Read Article →
Deep Dive Yolov8
48 min read
Keras API, custom training, TF Serving, TFLite, and production pipelines.
Read Article →
Part01 Tensors Autodiff
37 min read
Keras API, custom training, TF Serving, TFLite, and production pipelines.
Read Article →
Part02 Keras Models
30 min read
Keras API, custom training, TF Serving, TFLite, and production pipelines.
Read Article →
Part03 Training Optimization
46 min read
Keras API, custom training, TF Serving, TFLite, and production pipelines.
Read Article →
Part04 Data Pipelines
46 min read
Keras API, custom training, TF Serving, TFLite, and production pipelines.
Read Article →
Part05 Workflows Callbacks
35 min read
Keras API, custom training, TF Serving, TFLite, and production pipelines.
Read Article →
Part06 Cnns Vision
39 min read
Keras API, custom training, TF Serving, TFLite, and production pipelines.
Read Article →
Part07 Rnns Nlp Timeseries
43 min read
Keras API, custom training, TF Serving, TFLite, and production pipelines.
Read Article →
View All 14 Articles
Continue Series
Advanced Tasks
49 min read
Tokenization, word embeddings, transformers, BERT, GPT, and text generation.
Read Article →
Core Tasks
35 min read
Tokenization, word embeddings, transformers, BERT, GPT, and text generation.
Read Article →
Cutting Edge Research
35 min read
Tokenization, word embeddings, transformers, BERT, GPT, and text generation.
Read Article →
Evaluation Ethics
43 min read
Tokenization, word embeddings, transformers, BERT, GPT, and text generation.
Read Article →
Fundamentals Linguistic Basics
43 min read
Tokenization, word embeddings, transformers, BERT, GPT, and text generation.
Read Article →
Gpt Text Generation
39 min read
Tokenization, word embeddings, transformers, BERT, GPT, and text generation.
Read Article →
Multilingual Crosslingual
46 min read
Tokenization, word embeddings, transformers, BERT, GPT, and text generation.
Read Article →
Neural Networks
38 min read
Tokenization, word embeddings, transformers, BERT, GPT, and text generation.
Read Article →
Pretrained Models Transfer Learning
41 min read
Tokenization, word embeddings, transformers, BERT, GPT, and text generation.
Read Article →
Rnn Lstm Gru
30 min read
Tokenization, word embeddings, transformers, BERT, GPT, and text generation.
Read Article →
Statistical Language Models
46 min read
Tokenization, word embeddings, transformers, BERT, GPT, and text generation.
Read Article →
Systems Production
34 min read
Tokenization, word embeddings, transformers, BERT, GPT, and text generation.
Read Article →
View All 16 Articles
Continue Series
Part01 Foundations Evolution
33 min read
Building AI-powered applications — RAG, agents, prompt engineering, and MLOps.
Read Article →
Part02 Llm Fundamentals
47 min read
Building AI-powered applications — RAG, agents, prompt engineering, and MLOps.
Read Article →
Part03 Prompt Engineering
30 min read
Building AI-powered applications — RAG, agents, prompt engineering, and MLOps.
Read Article →
Part04 Langchain Core
40 min read
Building AI-powered applications — RAG, agents, prompt engineering, and MLOps.
Read Article →
Part05 Rag Systems
31 min read
Building AI-powered applications — RAG, agents, prompt engineering, and MLOps.
Read Article →
Part06 Memory Context
40 min read
Building AI-powered applications — RAG, agents, prompt engineering, and MLOps.
Read Article →
Part07 Agents Core
45 min read
Building AI-powered applications — RAG, agents, prompt engineering, and MLOps.
Read Article →
Part08 Langgraph
45 min read
Building AI-powered applications — RAG, agents, prompt engineering, and MLOps.
Read Article →
Part09 Deep Agents
31 min read
Building AI-powered applications — RAG, agents, prompt engineering, and MLOps.
Read Article →
Part10 Multi Agent
34 min read
Building AI-powered applications — RAG, agents, prompt engineering, and MLOps.
Read Article →
Part11 Design Patterns
46 min read
Building AI-powered applications — RAG, agents, prompt engineering, and MLOps.
Read Article →
Part12 Ecosystem
32 min read
Building AI-powered applications — RAG, agents, prompt engineering, and MLOps.
Read Article →
View All 20 Articles
Continue Series
Ai Wild Part01 Landscape Overview
40 min read
Real-world AI deployments — case studies, ethics, bias, regulation, and societal impact.
Read Article →
Ai Wild Part02 Ml Foundations
42 min read
Real-world AI deployments — case studies, ethics, bias, regulation, and societal impact.
Read Article →
Ai Wild Part03 Nlp
41 min read
Real-world AI deployments — case studies, ethics, bias, regulation, and societal impact.
Read Article →
Ai Wild Part04 Computer Vision
38 min read
Real-world AI deployments — case studies, ethics, bias, regulation, and societal impact.
Read Article →
Ai Wild Part05 Recommender Systems
31 min read
Real-world AI deployments — case studies, ethics, bias, regulation, and societal impact.
Read Article →
Ai Wild Part06 Reinforcement Lea...
48 min read
Real-world AI deployments — case studies, ethics, bias, regulation, and societal impact.
Read Article →
Ai Wild Part07 Conversational Ai
40 min read
Real-world AI deployments — case studies, ethics, bias, regulation, and societal impact.
Read Article →
Ai Wild Part08 Llms
38 min read
Real-world AI deployments — case studies, ethics, bias, regulation, and societal impact.
Read Article →
Ai Wild Part09 Prompt Engineering
46 min read
Real-world AI deployments — case studies, ethics, bias, regulation, and societal impact.
Read Article →
Ai Wild Part10 Finetuning Rlhf
48 min read
Real-world AI deployments — case studies, ethics, bias, regulation, and societal impact.
Read Article →
Ai Wild Part11 Generative Ai
46 min read
Real-world AI deployments — case studies, ethics, bias, regulation, and societal impact.
Read Article →
Ai Wild Part12 Multimodal Ai
44 min read
Real-world AI deployments — case studies, ethics, bias, regulation, and societal impact.
Read Article →
View All 24 Articles
Continue Series