Corporate AI & Technology Training Catalog

Explore our comprehensive program catalog: Find the ideal course using advanced filters and level settings.

Filter
Level
Categories
Boğaziçi (BÜYEM) Courses →
  • Demand Forecasting for Supply Chain and Retail

    SKU-location demand forecasting covering promotions, price elasticity, stockout censoring adjustment, intermittent demand (Croston/ADIDA), hierarchical reconciliation and probabilistic forecasts tied to safety stock.

    Machine Learning & Applied Data Science Corporate
    Live Course
    5 modules
  • Optimization and Decision Systems

    Bridging predictive models and mathematical optimisation: LP/MILP formulation, capacity, scheduling, routing and budget/price allocation with OR-Tools and Pyomo, plus stochastic and contextual decision systems under uncertainty.

    Machine Learning & Applied Data Science Corporate
    Live Course
    5 modules
  • Model Development with XGBoost and LightGBM

    Mastering tabular gradient boosting with XGBoost, LightGBM and CatBoost: tree-growth strategies, native categorical and missing-value handling, ranking/quantile/custom objectives, monotonic constraints, Optuna and fast inference.

    Machine Learning & Applied Data Science Corporate
    Live Course
    5 modules
  • Automated Machine Learning (AutoML)

    Automated model selection, hyperparameter search and multi-layer stacking with AutoGluon, FLAML and Optuna, covering compute budget management, leakage checks and moving from rapid baselines to production.

    Machine Learning & Applied Data Science Corporate
    Live Course
    5 modules
  • Explainable AI (XAI)

    Glass-box models (EBM, GAM), TreeSHAP/KernelSHAP, ALE, counterfactual explanations (DiCE), uncertainty quantification and regulatory compliance for producing auditable, actionable explanations in high-stakes decisions.

    Machine Learning & Applied Data Science Corporate
    Live Course
    5 modules
  • Causal Inference and Uplift Analytics

    Moving from correlation to causation with DAGs, propensity scores, Double Machine Learning (EconML/DoWhy), heterogeneous treatment effects (CATE) and Difference-in-Differences to measure price, campaign and policy impact.

    Machine Learning & Applied Data Science Corporate
    Live Course
    5 modules
  • Federated Learning and Privacy-Preserving ML

    Collaborative model training across institutions or edge devices without centralising raw data: Flower framework, FedAvg/FedProx, non-IID data, differential privacy (Opacus) and secure aggregation.

    Machine Learning & Applied Data Science Corporate
    Live Course
    5 modules
  • Online Machine Learning and Streaming Analytics

    Incremental learning on streaming data with River, prequential evaluation, concept drift detection (ADWIN, Page-Hinkley) and contextual bandits for continuous adaptation in real-time systems.

    Machine Learning & Applied Data Science Corporate
    Live Course
    5 modules
  • Graph Analytics and Graph Machine Learning

    Modelling relational data with NetworkX and PyTorch Geometric: centrality and community algorithms, graph features, Node2Vec and GCN/GraphSAGE/GAT for node, link and subgraph prediction in fraud rings and supply networks.

    Machine Learning & Applied Data Science Corporate
    Live Course
    5 modules
  • Tabular and Time-Series Foundation Models (TabPFN, Chronos, TimesFM)

    In-context learning on tabular data with TabPFN v2, plus zero-shot and fine-tuned time-series forecasting with Chronos, TimesFM, Moirai and Lag-Llama, benchmarked against GBDTs and classical models.

    Machine Learning & Applied Data Science Corporate
    Live Course
    5 modules
  • Deep Learning with PyTorch Deep Learning with PyTorch

    Comprehensive deep learning training with PyTorch 2.x covering tensor operations, autograd, CNNs, Transformers, LLM fine-tuning (LoRA/QLoRA), diffusion models, GNNs, and production deployment.

    Deep Learning & Natural Language Processing Corporate, Individual
    Live Course
    12 modules
  • Deep Learning Fundamentals

    Neural networks, forward pass, backpropagation, activation and loss functions, AdamW, dropout and batch normalisation, giving engineers the skills to build and train their first deep learning models in PyTorch.

    Deep Learning & Natural Language Processing Corporate
    Live Course
    5 modules
  • Windows Server Installation, Configuration and Storage Management

    Windows Server administration: Server Core and GUI installation, role and feature setup, Storage Spaces, ReFS/NTFS, SMB shares, iSCSI, Failover Clustering essentials and day-to-day operations with Windows Admin Center.

    Infrastructure & Systems Administration Corporate
    Live Course
    5 modules
  • Microsoft SharePoint: Intranet, Document Management and Governance

    Enterprise intranet and document management with Microsoft SharePoint: hub and team sites, document libraries, metadata and content types, permission architecture, Power Automate approval flows and Microsoft 365 governance.

    Infrastructure & Systems Administration Corporate
    Live Course
    5 modules
  • Advanced Deep Learning

    Stable, large-scale deep learning covering BF16/FP16 mixed precision, multi-GPU training with DDP/FSDP, self-supervised and contrastive pretraining, metric learning, knowledge distillation and GPU profiling.

    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
  • 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
  • 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
  • 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
  • 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
  • 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

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 · 331 courses

AI-Assisted Software Development (26) →

LLMOps & AI in Production (21) →

Data Science & AI-Ready Data Engineering (26) →

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₺

Inquire

👁️ 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.

Looking to Upskill Your Team?

We design custom training programs tailored to your team's needs and business goals.

Contact Us for Corporate Courses