AI & Technology Course Catalog

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Boğaziçi (BÜYEM) Courses →
  • Modern Neural Network Architectures

    From ResNet and ConvNeXt to Vision Transformers (ViT), Swin, hybrid backbones, State Space Models (Mamba), Mixture-of-Experts (MoE) and multimodal fusion: selecting and designing architectures for your problem and hardware.

    Deep Learning & Natural Language Processing Corporate
    Live Course
    5 modules
  • Linux System Administration for Enterprise Environments

    Enterprise Linux system administration: the command line and bash scripting, user and permission management, systemd services, LVM and file systems, package management, networking and firewall configuration, performance and troubleshooting.

    Infrastructure & Systems Administration Corporate
    Live Course
    5 modules
  • Transformer Architectures in Depth

    Self-attention mechanics, Multi-Head and Grouped-Query Attention, RoPE positional encodings, encoder/decoder/encoder-decoder families, KV caching and FlashAttention, implemented from scratch in PyTorch and with Hugging Face.

    Deep Learning & Natural Language Processing Corporate
    Live Course
    5 modules
  • VMware vSphere: Virtualisation, Cluster Management and Operations

    Enterprise virtualisation with VMware vSphere: ESXi and vCenter Server deployment, vSwitch/vDS networking, VMFS/NFS/vSAN storage, vMotion, vSphere HA and DRS cluster management, resilience and performance analysis.

    Infrastructure & Systems Administration Corporate
    Live Course
    5 modules
  • Cisco CCNA: Enterprise Networking Fundamentals and Configuration

    Enterprise networking at the Cisco CCNA level: OSI and TCP/IP, IPv4/IPv6 subnetting, VLANs, trunking and Spanning Tree, OSPF routing, ACLs and NAT, wireless essentials and hands-on Cisco IOS configuration.

    Infrastructure & Systems Administration Corporate
    Live Course
    5 modules
  • Deep Learning with TensorFlow and Keras

    The Keras 3 and TensorFlow 2 ecosystem: Functional/Subclassing APIs, high-throughput tf.data pipelines, custom GradientTape loops, tf.distribute and enterprise deployment via SavedModel, TF Serving and TFLite.

    Deep Learning & Natural Language Processing Corporate
    Live Course
    5 modules
  • Model Compression and Edge AI Deployment

    Quantisation (PTQ, QAT, INT8/INT4), structured pruning, knowledge distillation and deployment with ONNX Runtime, TensorRT, OpenVINO and LiteRT (TFLite) for lower cloud GPU costs and fast edge inference.

    Deep Learning & Natural Language Processing Corporate
    Live Course
    5 modules
  • Cisco CCNP Enterprise: Advanced Routing, Switching and SD-WAN

    Advanced enterprise networking at the Cisco CCNP Enterprise (ENCOR/ENARSI) level: multi-area OSPF, EIGRP, BGP, route redistribution, VRF and MPLS, MSTP, high availability, SD-WAN, network security and automation.

    Infrastructure & Systems Administration Corporate
    Live Course
    5 modules
  • Deep Generative Models and Architectures

    Foundations and architectures of deep generative modelling: VAEs, GANs, Normalizing Flows, Denoising Diffusion (DDPM/Latent Diffusion), Flow Matching and autoregressive models for synthetic data and multimodal generation.

    Deep Learning & Natural Language Processing Corporate
    Live Course
    5 modules
  • Active Directory Domain Services (AD DS) Configuration and Hardening

    Active Directory Domain Services (AD DS) deployment and administration: forest/domain/OU design, Domain Controllers and FSMO roles, DNS and site replication, Group Policy (GPO), Kerberos/LDAP security and Entra ID hybrid identity.

    Infrastructure & Systems Administration Corporate
    Live Course
    5 modules
  • Reinforcement Learning and Sequential Decision Making

    MDPs, Q-Learning, DQN, Policy Gradients (PPO, SAC), contextual bandits and Offline RL using Gymnasium and Stable-Baselines3 for dynamic pricing, resource allocation and sequential control problems.

    Deep Learning & Natural Language Processing Corporate
    Live Course
    5 modules
  • Deep Learning for Fraud Detection

    Deep fraud models over transaction sequences, session clickstreams and payment networks: Transformer/RNN sequence encoders, autoencoder anomaly scores, GNNs for fraud rings and hybrid GBDT+DL architectures.

    Deep Learning & Natural Language Processing Corporate
    Live Course
    5 modules
  • Deep Learning for Defect and Fault Detection

    Deep defect and fault detection across inspection images, acoustic/vibration signals and system logs using PatchCore/PaDiM, Anomalib, YOLO/segmentation, 1D-CNNs/autoencoders and normal-only training.

    Deep Learning & Natural Language Processing Corporate
    Live Course
    5 modules
  • Deep Learning for Time Series Forecasting

    Multivariate, long-horizon and probabilistic time-series forecasting with N-BEATS, N-HiTS, Temporal Fusion Transformer (TFT), PatchTST, DeepAR and TCN using NeuralForecast and PyTorch Forecasting.

    Deep Learning & Natural Language Processing Corporate
    Live Course
    5 modules
  • Deep Learning for Recommendation Systems

    Large-scale deep recommendation architectures: Two-Tower retrieval with ANN (FAISS/Qdrant), sequential session recommenders (SASRec/BERT4Rec), DeepFM/DCN-v2/DLRM ranking and multi-task MMoE learning.

    Deep Learning & Natural Language Processing Corporate
    Live Course
    5 modules
  • Natural Language Processing (NLP) Fundamentals

    Text preprocessing, Turkish morphology, regex, tokenisation, TF-IDF, word/sentence embeddings and building first text classification, NER and sentiment pipelines with spaCy, scikit-learn and Hugging Face.

    Deep Learning & Natural Language Processing Corporate
    Live Course
    5 modules
  • Advanced Natural Language Processing (NLP)

    Advanced NLP under scarce labels: domain-adaptive pretraining (MLM), DeBERTa/RoBERTa fine-tuning, LoRA/PEFT, few-shot learning with SetFit, weak supervision and label cleaning (Cleanlab), long documents and cross-lingual transfer.

    Deep Learning & Natural Language Processing Corporate
    Live Course
    5 modules
  • Deep Learning for Natural Language Processing

    End-to-end neural NLP covering subword tokenisation, BiLSTM-CRF and Transformer (BERT, DeBERTa, T5) architectures, with hands-on sequence tagging, seq2seq summarisation and question answering in PyTorch and Hugging Face.

    Deep Learning & Natural Language Processing Corporate
    Live Course
    5 modules
  • Production NLP Engineering

    Running NLP models in production at low latency and cost: ONNX/Optimum quantisation, Triton/FastAPI serving, dynamic batching, PII redaction (Presidio), behavioural testing (CheckList) and text drift monitoring.

    Deep Learning & Natural Language Processing Corporate
    Live Course
    5 modules
  • Text Classification and Information Extraction

    Turning unstructured documents into structured tables and JSON: hierarchical and multi-label classification, GLiNER and Transformer NER, relation and event extraction, layout-aware PDF parsing and schema-validated extraction.

    Deep Learning & Natural Language Processing Corporate
    Live Course
    5 modules
  • Semantic Search and Neural Information Retrieval

    Enterprise search beyond keyword matching: Sentence-Transformers (bi-encoders), multilingual embeddings, BM25/SPLADE + dense hybrid retrieval, Reciprocal Rank Fusion, Cross-Encoder reranking, Qdrant/pgvector and NDCG@k evaluation.

    Deep Learning & Natural Language Processing Corporate
    Live Course
    5 modules
  • Computer Vision Computer Vision

    Comprehensive Computer Vision training ranging from classical image processing techniques to PyTorch-based CNN, Vision Transformer (ViT), Swin Transformer, and ConvNeXt architectures. Hands-on coverage includes object detection with YOLO and DETR, segmentation with SAM and U-Net, video analysis, 3D vision (NeRF, Gaussian Splatting), Diffusion models, and model deployment with ONNX/TensorRT.

    Computer Vision Corporate, Individual
    Live Course
    13 modules
  • Computer Vision Fundamentals

    Digital image basics, filtering and feature extraction with OpenCV, the classification/detection/segmentation task types and a first prototype with pretrained models, for technical teams scoping computer vision use cases.

    Computer Vision Corporate
    Live Course
    5 modules
  • Docker: Containerisation and Multi-Container Application Delivery

    Docker for application containerisation: container lifecycle, multi-stage Dockerfile authoring, image slimming and security, volumes and networking, multi-service environments with Docker Compose and CI/CD integration.

    Docker & Kubernetes Corporate
    Live Course
    5 modules

Complete Training Catalogue Directory

Browse all training programs directly across our 7 core tracks and 60 specialized categories.

Non-Technical AI Training 8 categories · 129 courses
Applied AI Training 8 categories · 110 courses
Technical AI Training 17 categories · 333 courses

AI-Assisted Software Development (26) →

LLMOps & AI in Production (21) →

Data Science & AI-Ready Data Engineering (27) →

Software, Data, Process & Technology Training 17 categories · 170 courses
Technology Leadership & Management Skills 8 categories · 59 courses
Corporate Academies 1 categories · 8 courses
Hands-on Workshops 1 categories · 12 courses

Career Paths

Unsure where to start? Our Career Path programs combine multiple courses to prepare you for high-demand industry roles.

🎯 Data Scientist

Duration: 6 months | Level: Beginner-Intermediate

Become an expert in data analysis, machine learning, and statistical modeling. Master Python, SQL, ML algorithms, and data visualization tools.

Salary Range: 35.000₺ - 80.000₺

Inquire

🤖 ML Engineer

Duration: 6-8 months | Level: Medium

Develop production-ready ML systems. Specialize in model training, optimization, deployment, and monitoring.

Salary Range: 40.000₺ - 90.000₺

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👁️ Computer Vision Engineer

Duration: 5 months | Level: Medium-Advanced

Develop image processing, object detection, segmentation, and video analysis systems. Be an expert in OpenCV, TensorFlow, and PyTorch.

Salary Range: 45.000₺ - 100.000₺

Job Opportunities:High demand, particularly in autonomous vehicles and security

Inquire

💬 NLP Engineer

Duration: 5 months | Level: Medium-Advanced

Develop language models, chatbots, and text analysis systems. Become an expert in Transformer models and Large Language Models (LLMs).

Salary Range: 45.000₺ - 110.000₺

Job Opportunities:Peak demand in the post-ChatGPT era

Inquire

🚀 AI Product Manager

Duration: 4 months | Level: Medium

Design and manage AI products. Combine technical knowledge + business strategy + product management skills.

Salary Range: 50.000₺ - 120.000₺

Job Opportunities:Peak demand in the post-ChatGPT era

Inquire

* Explore the catalog above to discover all career paths.

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