🤖 AI & Data Science
Python untuk Data Science
Python untuk analisis data
Machine Learning Dasar
Pengenalan ML dari nol
ChatGPT & AI Tools
AI tools untuk produktivitas
Data Visualization
Visualisasi data dengan Python
Pandas & NumPy
Library Python untuk data manipulation
Computer Vision: Object Detection — YOLO, R-CNN, SSD
Tutorial lengkap Object Detection — YOLO, R-CNN, Faster R-CNN, SSD, mAP metri...
CNN: Convolutional Neural Networks
Tutorial lengkap CNN — convolution layers, pooling, arsitektur populer, image...
RNN: Recurrent Neural Networks — Se...
Tutorial lengkap RNN — arsitektur recurrent, vanishing gradient, LSTM, GRU, s...
Transfer Learning: Pre-trained Models & Fine-Tuning
Tutorial lengkap Transfer Learning — pre-trained models, fine-tuning, feature...
Transformer & Attention Mechanism
Tutorial lengkap Transformer — self-attention, multi-head attention, position...
HuggingFace Transformers
Tutorial lengkap HuggingFace Transformers — pipelines, models, tokenizers, fi...
Decision Trees: Pohon Keputusan
Tutorial lengkap Decision Trees — konsep splitting criteria (Gini, Entropy), ...
Ensemble Methods: Bagging, Boosting & Kombinasi Model
Tutorial lengkap Ensemble Methods — Bagging, Boosting, Random Forest, XGBoost...
K-Means Clustering: Panduan Lengkap
Tutorial lengkap K-Means Clustering — konsep dasar, elbow method, silhouette ...
Linear Regression: Regresi Linier
Tutorial lengkap Linear Regression — simple linear regression, multiple linea...
Random Forest: Ensemble Learning
Tutorial lengkap Random Forest — bagging, feature importance, hyperparameter ...
Support Vector Machine (SVM)
Tutorial lengkap SVM — kernels, margin, hyperplane, klasifikasi, regresi, dan...
NLP Text Classification
Tutorial lengkap NLP Text Classification — tokenization, embeddings, models, ...
OpenAI API: Panduan Developer
Tutorial lengkap OpenAI API — Chat Completions, embeddings, fine-tuning, func...
Plotly: Visualisasi Interaktif untuk Data Science
Tutorial lengkap Plotly — scatter, line, bar, heatmap, 3D, maps, Dashboards, ...
PyTorch: Deep Learning Framework
Tutorial lengkap PyTorch — tensors, autograd, nn.Module, training loop, loss ...
Deep Learning dengan TensorFlow
Neural networks & deep learning
NLP: Natural Language Processing
Pemrosesan bahasa alami
Computer Vision dengan OpenCV
Pengenalan gambar & video
LangChain & AI Agent
Build AI agent dengan LLM
MLOps: Deploy Model ML
Deploy model ke production
AI Agent Architecture
Tutorial lengkap AI Agent Architecture.
Apache Airflow untuk Data Pipeline — DAGs, Operators & Monitoring
Tutorial lengkap Apache Airflow — DAGs, operators, XCom, sensors, pools, backfil
YOLO Object Detection: v8 hingga v11 — Training, Inference & Deployment
Tutorial lengkap YOLO Object Detection dari v8 hingga v11 — training custom data
LangChain RAG: Retrieval Augmented Generation — Tutorial Lengkap
Tutorial lengkap LangChain RAG — document loading, chunking, embedding, vector s
Fine-tuning LLM dengan LoRA/QLoRA — Tutorial Lengkap
Tutorial lengkap fine-tuning Large Language Model dengan LoRA dan QLoRA — adapte
MLflow untuk Experiment Tracking — Tutorial Lengkap
Tutorial lengkap MLflow untuk experiment tracking — runs, parameters, metrics, a
NLP dengan Transformers — BERT, GPT, Hugging Face
Tutorial lengkap NLP dengan Transformers — arsitektur BERT dan GPT, tokenization
Prompt Engineering Advanced — Chain-of-Thought, ReAct, Tree-of-Thought
Tutorial lengkap Prompt Engineering Advanced — chain-of-thought, few-shot, self-
Time Series Forecasting — ARIMA, Prophet, LSTM
Tutorial lengkap Time Series Forecasting — ARIMA, Prophet, LSTM, feature enginee
Vector Embeddings untuk Semantic Search
Tutorial lengkap Vector Embeddings untuk semantic search.