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Sangla Hill
Sanjwal
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Sargodha
Shahkot
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Sialkot
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Jamshoro
Jati
Jhol
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Kandiari
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Karachi
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Kashmor
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Khadro
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Khairpur Mir’s
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Khanpur Mahar
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Kotri
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Lakhi
Larkana
Madeji
Malir Cantonment
Matiari
Matli
Mehar
Miro Khan
Mirpur Bhtoro
Mirpur Khas
Mirpur Mathelo
Mirpur Sakro
Mirwah Gorchani
Mithi
Moro
Nabisar
Nasirabad
Naudero
Naukot
Naushahro Firoz
Nawabshah
New Bādāh
Nooriabad
Pad Idan
Pano Aqil
Pir Jo Goth
Pithoro
Rajo Khanani
Ranipur
Ratodero
Rohri
Rustam
Sakrand
Samaro
Sanghar
Sann
Sehwan
Setharja Old
Shahdad Kot
Shahdadpur
Shahpur Chakar
Shikarpur
Sinjhoro
Sīta Road
Sobhodero
Sukkur
Talhar
Tando Adam
Tando Allahyar
Tando Bago
Tando Jam
Tando Mitha Khan
Tando Muhammad Khan
Tangwani
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Thatta
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Hattian Bala
Kotli
Muzaffarābād
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Aliabad
Barishal
Chilas
Dambudas
Eidghah
Gahkuch
Gilgit
Khaplu
Nagir
Shigar
Skardu
Tolti
Islamabad
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Core Skills & Expertise
Git
Jenkins
Travis CI
CircleCI
Azure Devops CI pipelines
Ansible
Chef
Puppet
SaltStack
Azure Devops CD pipeline
Terraform
CloudFormation
Ansible
Puppet
Docker Compose
Kubernetes
Helm
OpenShift
Docker
Kubernetes
OpenShift
Rancher
VMware
VirtualBox
Hyper-V
KVM
AWS
Azure
Google Cloud Platform
Oracle Cloud
AWS CloudFormation
Azure Resource Manager
Google Cloud Deployment Manager
Oracle Cloud Infrastructure Terraform Provider
Nagios
Zabbix
Datadog
New Relic
ELK Stack
Fluentd
Graylog
Logrotate
Veeam
Veritas NetBackup
Commvault
Acronis
Business Continuity Planning
Disaster Recovery as a Service (DRaaS)
Site Recovery Manager (SRM)
Cloud-based Disaster Recovery
Nessus
OpenVAS
Qualys
Nexpose
SOC 2
PCI DSS
HIPAA
NIST
Scrum
Kanban
XP (Extreme Programming)
Crystal
Slack
Microsoft Teams
Zoom
Skype
MySQL
PostgreSQL
Microsoft SQL Server
Oracle Database
MongoDB
Cassandra
CouchDB
Amazon DynamoDB
Azure Cosmos Db
TCP/IP
DNS
DHCP
VPN
Firewall
Intrusion Detection and Prevention System
(IDPS)
SSL/TLS certificates
Network Access Control (NAC)
AWS
Microsoft Azure
Google Cloud
OpenStack
VMWare
Hyper-V
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Cisco
Juniper
F5
AWS VPC
Microsoft Azure VNet
Google Cloud VPC
Linux
Windows
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Amazon EC2
Microsoft Azure VM
Google Compute Engine
Java
Ruby on Rails
.NET
Python
Node.js
Go
Heroku
AppFog
Google App Engine
AWS Elastic Beanstalk
Microsoft Azure App Service
iOS
Android
Xamarin
Flutter
React Native
Salesforce
Microsoft Dynamics
SugarCRM
Hubspot
Workday
ADP
Oracle HCM
BambooHR
Asana
Trello
Microsoft Project
Jira
AWS Lambda
Google Cloud Functions
Microsoft Azure Functions
OpenFaaS
Knative
AWS EventBridge
Google Cloud Pub/Sub
Microsoft Azure Event Grid
Apache Kafka
RabbitMQ
Veritas
Acronis
Commvault
AWS Backup
Microsoft Azure Backup
Google Cloud Backup
Veeam
Carbonite
DRP
BCP
RTO
High Availability
Load Balancing
Fault Tolerance
AWS Auto Scaling
Microsoft Azure Traffic Manager
Google Cloud Load Balancer
AWS S3
Microsoft Azure Storage
Google Cloud Storage
AWS S3
Microsoft Azure Blob
Google Cloud Storage
Ceph
Minio
MySQL
Microsoft SQL Server
Oracle
PostgreSQL
MariaDB
MongoDB
Cassandra
Couchbase
Amazon DynamoDB
Google Cloud Firestore
Cosmos Database
AWS
Azure
Google Cloud Platform
Kubernetes
Docker
Infrastructure as Code (IaC)
RabbitMQ
Apache Kafka
Apache ActiveMQ
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Apache Flink
Apache Spark
Azure Service Bus
Clustering
Sharding
Elasticity
Auto-scaling
SSL/TLS encryption
Authentication and authorization
Firewall management
Linux administration
Network administration
Virtualization
Server hardware maintenance
Network security
RabbitMQ
Apache Kafka
Apache ActiveMQ
Apache Pulsar
Apache Flink
Apache Spark
Azure Service Bus
Load balancing
Failover and disaster recovery
Monitoring and alerting
SSL/TLS encryption
Authentication and authorization
Firewall management
Encryption at rest
Data backup and recovery
Load balancing
Failover and disaster recovery
Monitoring and alerting
Clustering
Sharding
Elasticity
Auto-scaling
Domain-Driven Design (DDD)
Command Query Responsibility Segregation (CQRS)
Event Sourcing
Microservices architecture
Routing algorithms
Event-driven rules
Message filtering
Event correlation
Data streaming
Data processing
Data storage
Hadoop
Spark
MQTT
CoAP
AMQP
LoRaWAN
Zigbee
Natural Language Processing (NLP)
Information Retrieval (IR)
Machine Learning (ML)
Text Mining
Query Expansion
Query Refinement
PageRank
HITS
BM25
Link Analysis
Collaborative Filtering
Distributed Systems
Scalability
URL Management
Data Collection
Web Data Extraction
Web Data Integration
Computer Vision
Object Recognition
Image Classification
Image Analysis
Object Detection
Metadata Management
Image Hashing
Content-Based Image Retrieval (CBIR)
Image Search Optimization
Image Database Management
Video Compression
Video Segmentation
Video Summarization
Video Format Conversion
Video Streaming
Video Metadata Management
Video Hashing
Video Content Analysis
Video Search Optimization
Video Database Management
Web Scraping
Data Crawling
Data Parsing
Data Integration
News Feed Management
Text Classification
Named Entity Recognition (NER)
Sentiment Analysis
News Topic Modelling
News Clustering
Metadata Management
Bibliographic Data Management
Digital Library Management
Scientific Document Retrieval
Scientific Document Summarization
Network Analysis
Bibliometrics
Scientific Impact Analysis
Scientific Literature Review
Scientific Knowledge Discovery
Taxonomy Management
Product Classification
Catalogue Management
Product Taxonomy Optimization
Product Data Management
Relevance Ranking
Faceted Search
Product Recommendation
Product Search Optimization
Product Sales Analysis
Data Mining
Web Scraping
Data Crawling
Domain-Specific Data Collection
Domain-Specific Data Integration
Metadata Management
Text Classification
Faceted Search
Domain-Specific Data Retrieval
Domain-Specific Data Summarization
Spring Boot
Node.js
Django
Ruby on Rails
RESTful API Development
GraphQL API Development
SOAP API Development
API Security
npm
pip
RubyGems
Maven
Domain Modelling
Bounded Context
Aggregate
Entity
SOLID Principles
Code Refactoring
Code Reviews
Design Patterns
Unit Testing
Integration Testing
End-to-End Testing
Behavior Driven Development (BDD)
Jenkins
Travis CI
CircleCI
GitHub Actions
Azure Devops
Docker
Kubernetes
OpenShift
Amazon ECS
Eureka
Consul
Zookeeper
etcd
HAProxy
NGINX
Amazon ELB
OpenStack
OAuth
JWT
SSL/TLS
Amazon IAM
gRPC
Apache Kafka
RabbitMQ
Amazon SQS
Circuit Breaker
Retry Logic
Health Checks
Chaos Engineering
Chaos Engineering
Amazon CloudWatch
Nagios
Datadog
New Relic
Profiling and Debugging
Load Testing
Performance Monitoring
Auto Scaling
Network topology
Router configuration
Firewall configuration
TCP/IP
DNS
DHCP
Intrusion detection/prevention systems (IDS/IPS)
Virtual Private Networks (VPN)
Wireless security
Data encryption
Data backup and recovery
User authentication
User authorization
Role-based access control (RBAC)
Threat assessment
Vulnerability assessment
Malware
Phishing
Social engineering
Firewall
Antivirus
Sandboxing
Ethical hacking
Vulnerability scanning
Web application security
Secure coding practices
Threat modelling
Software testing
Web application firewall (WAF)
API security
Microservices security
Infrastructure as a Service (IaaS)
Platform as a Service (PaaS)
Software as a Service (SaaS)
Encryption
Identity and access management (IAM)
Network segmentation
Regulatory compliance
Industry standards
Auditing
Antivirus
Firewall
Endpoint detection and response (EDR)
Mobile device security
Mobile app management (MAM)
Mobile threat defence (MTD)
IoT device management
IoT network security
IoT device security protocols
Multi-factor authentication (MFA)
Single Sign-On (SSO)
Federation
Role-based access control (RBAC)
Attribute-based access control (ABAC)
Policy-based access control
User provisioning
User provisioning
Identity lifecycle management
Compliance management
Risk assessment
Threat identification
Vulnerability analysis
Data backup and recovery
Infrastructure recovery
Application recovery
Incident response
Business process continuity
Communication and notification planning
SSL offloading
URL rewriting
Content filtering
Authentication and authorization
Load balancing
High availability
Traffic management
Content caching
Bandwidth optimization
User experience improvement
Resource utilization reduction
SSL/TLS decryption
Traffic management
Content filtering
Authentication and authorization
Security
Performance optimization
Traffic management
Geo-restriction and geo-redirection
Traffic filtering
Security policies enforcement
Secure connection
Data compression and optimization
Access control
Security policies enforcement
API usage visibility
Analytics and monitoring
Routing and orchestration
Security
Caching and rate limiting
Service discovery and registration
Security
Performance optimization
API traffic management
Mobile device-specific optimization
SQL
Oracle
Microsoft SQL Server
ER modelling
Indexing
MongoDB
Cassandra
CouchDB
Cosmos DB
JSON
BSON
Dynamic schema
Java
Python
Object-Relational Mapping (ORM)
Object-Relational Database Management System (ORDBMS)
Object Database Management System (ODBMS)
InfluxDB
TimescaleDB
KairosDB
Time series analysis
Event data management
Neo4j
OrientDB
ArangoDB
Graph theory
Link analysis
Redis
Memcached
Hazelcast
In-memory caching
Low latency data access
Apache Cassandra
Amazon Redshift
Google Bigtable
Business Intelligence (BI)
Data warehousing techniques
Apache Kafka
RabbitMQ
Apache Pulsar
Event streaming architecture
Stream processing frameworks
Amazon Relational Database Service (RDS)
Google Cloud SQL
Microsoft Azure Database
Cloud database security
Disaster recovery in cloud databases
Google Cloud Spanner
Amazon Aurora
CockroachDB
NewSQL database architecture
Data consistency in NewSQL database
Linear Regression
Logistic Regression
Ridge Regression
Lasso Regression
Elastic Net Regression
Bayesian Linear Regression
Support Vector Regression (SVR)
K-Nearest Neighbors (KNN)
Decision Trees
Random Forest
Gradient Boosting
Neural Networks
Convolutional Neural Networks (CNNs)
Multilayer Perceptron (MLP)
K-Means
Hierarchical Clustering
DBSCAN
DBSCAN
Gaussian Mixture Models (GMM)
Spectral Clustering
Affinity Propagation
Market Basket Analysis
Frequent Itemset Mining
Association Rule Mining
Fuzzy Association Rule Mining
Self-training
Co-training
Graph-based methods
Label Propagation
Q-Learning
SARSA
Deep Q-Networks (DQN)
Policy Gradients
Deep Deterministic Policy Gradients (DDPG)
Proximal Policy Optimization (PPO)
BERT
GPT
XLNet
ULMFiT
Transfer Learning
Multi-Head Attention
Multi-Task DNNs
Multi-Task Learning with Low-level Tasks
Bagged Decision Trees
Random Patches
Bagged Logistic Regression
Random Subspaces
XGBoost
LightGBM
Extreme Gradient Boosting (XGBoost)
Stochastic Gradient Boosting (SGD)
Convolutional operations
Pooling
ReLU activation
Backpropagation
Anchor boxes
Intersection over Union (IoU)
Non-maximum suppression (NMS)
R-CNN, YOLO, Faster R-CNN
Time distributed dense layers
Bidirectional RNN
GRU and LSTM units
Text classification
Named entity recognition
Machine Translation
Sentiment Analysis
Encoder-Decoder Architecture
Latent Space representation
Data denoising
Variational Autoencoders (VAEs)
Reconstruction error
One-class SVM
Isolation Forest
Generative Model
Discriminative Model
Adversarial Loss
DCGAN, Pix2Pix, StyleGAN
Label-preserving transformations
Image-to-image translation
CycleGAN
Window-based approach
Stateful LSTMs
Sequence-to-Sequence (Seq2Seq) models
Acoustic modelling
Connectionist Temporal Classification (CTC) loss
Attention-based models
Restricted Boltzmann Machines (RBMs)
Greedy layer-wise training
Fine-tuning with backpropagation
Sampling from the learned distribution
MNIST digit generation
Markov Decision Process (MDP)
Policy optimization
Value-based methods (Q-Learning)
Policy-based methods (REINFORCE)
Model-based methods
Model-free methods
Deep Reinforcement Learning (DRL)
Multi-Agent Reinforcement Learning (MARL)
Language
Spoken Language(s)
Abkhazian
Afar
Afrikaans
Akan
Albanian
Amharic
Arabic
Aragonese
Armenian
Assamese
Avaric
Avestan
Aymara
Azerbaijani
Bambara
Bashkir
Basque
Belarusian
Bengali
Bihari languages
Bislama
Bosnian
Breton
Bulgarian
Burmese
Catalan, Valencian
Chamorro
Chechen
Chichewa, Chewa, Nyanja
Chinese
Chuvash
Cornish
Corsican
Cree
Croatian
Czech
Danish
Divehi, Dhivehi, Maldivian
Dutch, Flemish
Dzongkha
English
Esperanto
Estonian
Ewe
Faroese
Fijian
Finnish
French
Fulah
Galician
Georgian
German
Greek, Modern (1453-)
Guarani
Gujarati
Haitian, Haitian Creole
Hausa
Hebrew
Herero
Hindi
Hiri Motu
Hungarian
Interlingua (International Auxiliary Language Association)
Indonesian
Interlingue, Occidental
Irish
Igbo
Inupiaq
Ido
Icelandic
Italian
Inuktitut
Japanese
Javanese
Kalaallisut, Greenlandic
Kannada
Kanuri
Kashmiri
Kazakh
Central Khmer
Kikuyu, Gikuyu
Kinyarwanda
Kirghiz, Kyrgyz
Komi
Kongo
Korean
Kurdish
Kuanyama, Kwanyama
Latin
Luxembourgish, Letzeburgesch
Ganda
Limburgan, Limburger, Limburgish
Lingala
Lao
Lithuanian
Luba-Katanga
Latvian
Manx
Macedonian
Malagasy
Malay
Malayalam
Maltese
Maori
Marathi
Marshallese
Mongolian
Nauru
Navajo, Navaho
North Ndebele
Nepali
Ndonga
Norwegian Bokmål
Norwegian Nynorsk
Norwegian
Sichuan Yi, Nuosu
South Ndebele
Occitan
Ojibwa
Church Slavic, Old Slavonic, Church Slavonic, Old Bulgarian, Old Church Slavonic
Oromo
Oriya
Ossetian, Ossetic
Punjabi, Panjabi
Pali
Persian
Polish
Pashto, Pushto
Portuguese
Quechua
Romansh
Rundi
Romanian, Moldavian, Moldovan
Russian
Sanskrit
Sardinian
Sindhi
Northern Sami
Samoan
Sango
Serbian
Gaelic, Scottish Gaelic
Shona
Sinhala, Sinhalese
Slovak
Slovenian
Somali
Southern Sotho
Spanish, Castilian
Sundanese
Swahili
Swati
Swedish
Tamil
Telugu
Tajik
Thai
Tigrinya
Tibetan
Turkmen
Tagalog
Tswana
Tonga (Tonga Islands)
Turkish
Tsonga
Tatar
Twi
Tahitian
Uighur, Uyghur
Ukrainian
Urdu
Uzbek
Venda
Vietnamese
Volapük
Walloon
Welsh
Wolof
Western Frisian
Xhosa
Yiddish
Yoruba
Zhuang, Chuang
Zulu
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CoAP
AMQP
LoRaWAN
Zigbee
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Text Mining
Query Expansion
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PageRank
HITS
BM25
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Image Classification
Image Analysis
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Image Search Optimization
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Network topology
Router configuration
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Malware
Phishing
Social engineering
Firewall
Antivirus
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Secure coding practices
Threat modelling
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API security
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Platform as a Service (PaaS)
Software as a Service (SaaS)
Encryption
Identity and access management (IAM)
Network segmentation
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Industry standards
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Mobile threat defence (MTD)
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IoT network security
IoT device security protocols
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Role-based access control (RBAC)
Attribute-based access control (ABAC)
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User provisioning
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Compliance management
Risk assessment
Threat identification
Vulnerability analysis
Data backup and recovery
Infrastructure recovery
Application recovery
Incident response
Business process continuity
Communication and notification planning
SSL offloading
URL rewriting
Content filtering
Authentication and authorization
Load balancing
High availability
Traffic management
Content caching
Bandwidth optimization
User experience improvement
Resource utilization reduction
SSL/TLS decryption
Traffic management
Content filtering
Authentication and authorization
Security
Performance optimization
Traffic management
Geo-restriction and geo-redirection
Traffic filtering
Security policies enforcement
Secure connection
Data compression and optimization
Access control
Security policies enforcement
API usage visibility
Analytics and monitoring
Routing and orchestration
Security
Caching and rate limiting
Service discovery and registration
Security
Performance optimization
API traffic management
Mobile device-specific optimization
SQL
Oracle
Microsoft SQL Server
ER modelling
Indexing
MongoDB
Cassandra
CouchDB
Cosmos DB
JSON
BSON
Dynamic schema
Java
Python
Object-Relational Mapping (ORM)
Object-Relational Database Management System (ORDBMS)
Object Database Management System (ODBMS)
InfluxDB
TimescaleDB
KairosDB
Time series analysis
Event data management
Neo4j
OrientDB
ArangoDB
Graph theory
Link analysis
Redis
Memcached
Hazelcast
In-memory caching
Low latency data access
Apache Cassandra
Amazon Redshift
Google Bigtable
Business Intelligence (BI)
Data warehousing techniques
Apache Kafka
RabbitMQ
Apache Pulsar
Event streaming architecture
Stream processing frameworks
Amazon Relational Database Service (RDS)
Google Cloud SQL
Microsoft Azure Database
Cloud database security
Disaster recovery in cloud databases
Google Cloud Spanner
Amazon Aurora
CockroachDB
NewSQL database architecture
Data consistency in NewSQL database
Linear Regression
Logistic Regression
Ridge Regression
Lasso Regression
Elastic Net Regression
Bayesian Linear Regression
Support Vector Regression (SVR)
K-Nearest Neighbors (KNN)
Decision Trees
Random Forest
Gradient Boosting
Neural Networks
Convolutional Neural Networks (CNNs)
Multilayer Perceptron (MLP)
K-Means
Hierarchical Clustering
DBSCAN
DBSCAN
Gaussian Mixture Models (GMM)
Spectral Clustering
Affinity Propagation
Market Basket Analysis
Frequent Itemset Mining
Association Rule Mining
Fuzzy Association Rule Mining
Self-training
Co-training
Graph-based methods
Label Propagation
Q-Learning
SARSA
Deep Q-Networks (DQN)
Policy Gradients
Deep Deterministic Policy Gradients (DDPG)
Proximal Policy Optimization (PPO)
BERT
GPT
XLNet
ULMFiT
Transfer Learning
Multi-Head Attention
Multi-Task DNNs
Multi-Task Learning with Low-level Tasks
Bagged Decision Trees
Random Patches
Bagged Logistic Regression
Random Subspaces
XGBoost
LightGBM
Extreme Gradient Boosting (XGBoost)
Stochastic Gradient Boosting (SGD)
Convolutional operations
Pooling
ReLU activation
Backpropagation
Anchor boxes
Intersection over Union (IoU)
Non-maximum suppression (NMS)
R-CNN, YOLO, Faster R-CNN
Time distributed dense layers
Bidirectional RNN
GRU and LSTM units
Text classification
Named entity recognition
Machine Translation
Sentiment Analysis
Encoder-Decoder Architecture
Latent Space representation
Data denoising
Variational Autoencoders (VAEs)
Reconstruction error
One-class SVM
Isolation Forest
Generative Model
Discriminative Model
Adversarial Loss
DCGAN, Pix2Pix, StyleGAN
Label-preserving transformations
Image-to-image translation
CycleGAN
Window-based approach
Stateful LSTMs
Sequence-to-Sequence (Seq2Seq) models
Acoustic modelling
Connectionist Temporal Classification (CTC) loss
Attention-based models
Restricted Boltzmann Machines (RBMs)
Greedy layer-wise training
Fine-tuning with backpropagation
Sampling from the learned distribution
MNIST digit generation
Markov Decision Process (MDP)
Policy optimization
Value-based methods (Q-Learning)
Policy-based methods (REINFORCE)
Model-based methods
Model-free methods
Deep Reinforcement Learning (DRL)
Multi-Agent Reinforcement Learning (MARL)
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shabbir hussain
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Intermediate
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20/12/2024 - 19/04/2025
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09/12/2024 - 19/04/2025
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