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Convolutional Neural Networks (CNNs)
.MP4, AVC, 1280×720, 30 fps | English, AAC, 2 Ch | 50m | 114 MB
Instructor: Pratheerth Padman​

CNNs are essential for computer vision, but understanding their architecture is key. This course will teach you how CNNs process images and learn features, enabling you to make informed decisions when building vision systems.

What you’ll learn

Machine learning practitioners often use CNNs as black boxes, limiting their ability to diagnose issues, select appropriate architectures, or explain model behavior to stakeholders. In this course, Convolutional Neural Networks (CNNs), you’ll gain the ability to understand how CNNs process spatial data and make informed architectural decisions for computer vision tasks.

First, you’ll explore the fundamental building blocks of CNNs, including convolutional layers, pooling operations, and how these components address the limitations of fully connected networks. Next, you’ll discover how CNNs learn hierarchical feature representations through training, from low-level edges to high-level object recognition. Finally, you’ll learn how landmark architectures like LeNet, AlexNet, VGG, and ResNet have evolved to solve increasingly complex vision problems.

When you’re finished with this course, you’ll have the skills and knowledge of convolutional neural networks needed to evaluate, select, and reason about CNN architectures for real-world image processing applications.

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Free Download Conversion Rate Optimization Analysis of Store
Published 4/2026
MP4 | Video: h264, 1280×720 | Audio: AAC, 44.1 KHz, 2 Ch
Language: English | Duration: 38m | Size: 626.64 MB
Identify Friction Points of Your Customers and Create and Prioritise Hypothesis for an A/B Testing

What you’ll learn
Conversion Rate Optimization
Conversion Rate Optimization Analysis
Conversion Rate Optimization (CRO) Audit
Conversion Rate Optimization Identify Friction Points of Your Customers
Requirements
No programming experience required, you will learn everything how to do it in course
Description
Stop guessing and start growing. Most e-commerce stores lose a significant percentage of their revenue simply because they don’t understand where or why their customers are dropping off. This course provides you with a comprehensive, data-driven framework to transform your store from a "leaky bucket" into a high-converting sales machine.
In this masterclass, we move beyond surface-level "best practices" and dive deep into the exact audit process used by professional CRO specialists. You will learn how to identify friction points, analyze user behavior, and build a prioritized roadmap for experimentation that actually moves the needle.
What You Will Master
• The Heuristic & Visual Audit: Learn how to perform professional website walkthroughs to spot UX friction and cognitive load issues immediately.
• Quantitative Deep-Dives: Master GA4 & Tracking Analysis and Funnel Breakdowns to pinpoint exactly where the money is leaving your site.
• The "Why" Behind the Data: Harness the power of Heatmaps, Session Recordings, and Customer Surveys to understand the psychological barriers preventing a purchase.
• Technical & Market Context: Conduct comprehensive Page Speed Audits, Competitor Benchmarking, and Reviews Analysis to ensure your store stays ahead of the curve.
• Traffic Alignment: Master Ads Relevance to ensure your marketing spend isn’t wasted on a disconnected user experience.
• Strategic Execution: Learn how to define the Scope of Experiments and create a professional CRO Roadmap to guide your A/B testing efforts.
Why Take This Course?
By the end of this program, you won’t just have a list of ideas; you will have a structured, repeatable system for auditing any e-commerce store. You will learn how to turn raw data into a prioritized hypothesis list, ensuring that every change you make is backed by evidence and aimed at increasing your ROI.
Whether you are a store owner looking to boost your CVR or a marketer wanting to add a high-ticket skill to your toolkit, this course gives you the blueprints to master the science of conversion.
Who this course is for
Conversion Rate Optimization Specialist, Business Owners, E-commerce business Owners, CRO Specialist, A/B Testing

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Free Download Contract Management Fundamentals From Draft To Close-Out
MP4 | Video: h264, 1920×1080 | Audio: AAC, 44.1 KHz
Language: English | Size: 1.74 GB | Duration: 1h 36m
Master the contract lifecycle-types, negotiation, drafting, compliance, performance, renewals, risk, and CLM/AI tools.
What you’ll learn

Explain core contract elements and select the right contract type for common business scenarios.
Prepare and negotiate contracts using BATNA, anchoring, and issue-trading to protect value and speed approvals.
Draft and review key clauses (payment, confidentiality, liability, SLAs, termination, disputes) to reduce ambiguity and risk.
Set up post-signature controls: repository, metadata, alerts, owners, and version control for executed agreements.
Monitor obligations and vendor/customer performance with KPIs/SLAs, documentation, and escalation paths.
Manage amendments, renewals, and close-out with structured checklists to prevent value leakage and compliance gaps.
Identify compliance red flags (GDPR, export controls, anti-bribery) and embed Requirements into contract terms.
Evaluate CLM and AI tools for workflows, approvals, contract review, risk scoring, and reporting.
Requirements
There are no prerequisites for this course
Description
How many contracts does your organization have right now-dozens, hundreds, thousands? And could you find the latest signed version today, with the renewal date, the key obligations, and who owns it?Most companies can’t. Agreements end up scattered across inboxes, shared drives, and outdated folders. The result is predictable-and expensive: missed renewals, unclear responsibilities, slow approvals, compliance gaps, vendor underperformance, and value leaking quietly out of signed deals.Research frequently cited in the industry estimates that weak contracting practices can drain around 9% of annual revenue through missed obligations, penalties, and unclaimed value. And employees can spend a significant portion of their week simply chasing contract questions, versions, and approvals.This course gives you a practical, end-to-end framework to manage contracts proactively across the full lifecycle: before signature, during execution, and all the way through renewals and close-out.You’ll learn how to:- Understand what makes a contract legally enforceable, and choose the right contract type (MSA/SOW, NDA, fixed-price vs time-and-materials, licensing)- Apply negotiation strategies that protect your organization while keeping deals moving (BATNA, anchoring, principled negotiation, trading across issues)- Draft clear, enforceable contract language and confidently work with key clauses like payment, confidentiality, liability/indemnity, SLAs, termination/renewal, and dispute resolution- Build compliance into your contracts, including considerations for GDPR/data privacy, export controls/sanctions, and anti-bribery Requirements– Execute contracts with proper authority, version control, and audit trails-and store them in a searchable repository- Monitor obligations and performance with KPIs/SLAs, dashboards, and escalation paths-so issues are handled early, not after a breach- Manage amendments properly, avoid auto-renewal traps, and close contracts out cleanly with checklists and lessons learned- Understand modern contract management technology: CLM platforms, automation, and how AI can support review, risk scoring, and clause recommendationsBy the end, you’ll have a repeatable approach you can apply immediately-whether you manage vendor agreements, customer contracts, services statements of work, or internal commercial deals.If you’re ready to turn contracts from "signed and forgotten" paperwork into a controlled, measurable business asset, this course will give you the skills and tools to do it.
Procurement and sourcing professionals managing supplier and vendor contracts,Sales, revenue operations, and account teams working with customer agreements,Legal operations and junior legal staff supporting contracting workflows,Project managers and operations teams responsible for deliverables and SLAs,Finance professionals overseeing spend, renewals, rebates, and contract value leakage,Vendor managers and IT/service owners managing outsourced services and renewals,Founders, small business owners, and managers who sign contracts without a dedicated legal team,Anyone moving into a role that requires reviewing, negotiating, or managing contracts end-to-end
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https://www.udemy.com/course/contract-management-fundamentals-from-draft-to-close-out/

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Context Indexing and Retrieval
Duration: 37m | .MP4 1920×1080 30 fps(r) | AAC, 48000 Hz, 2ch | 100.79 MB
Genre: eLearning | Language: English​

Learn to design effective indexing and retrieval systems for knowledge bases and RAG applications. This course teaches you chunking strategies, hybrid indexing, reranking techniques, and operational practices for scalable search.

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Context Indexing and Retrieval

Free Download Content Writing An Umbrella Term For Various Formats
MP4 | Video: h264, 1280×720 | Audio: AAC, 44.1 KHz
Language: English | Size: 690.49 MB | Duration: 0h 50m
Introduction to Writing Formats
What you’ll learn

They’ll understand content writing is an "umbrella term" used for various writing formats.
Understand the meaning and context of content writing in a professional set up.
Understanding the subtle differences between say, a blog versus business communication, or writing for social media, digital platform.
Understand apt format suitable for a particular communication goal.
Requirements
A passion for exploring writing
Description
This course clarifies the common misunderstanding that content writing is just writing. But what kind of writing and what key skills are required to master those formats? It also talks about different businesses that hire content writers. Students keen on pursuing professional writing will understand that just being a blogger or a social media writer is not enough to land a job. They need to adapt to various writing formats. An employer can ask a blogger to draft a professional email, and the employee should be able to rise to that demand.These are a few core ideas this course tackles. Having said this, I want to make it clear that this course does not teach any of the writing formats mentioned here. It simply describes what a person interested in pursuing professional content writing should know before applying for the opening. Often, writers who are generalists apply for content writing jobs and because they have not mastered the nuances of different tone, vocabulary required for various writing formats under the content writing umbrella, they fail to get any response from employers.Students will get a direction as to what exactly is required to work as a professional content writer.
This course is for writers who want to unravel what content writing entails.
Homepage
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https://www.udemy.com/course/content-writing-an-umbrella-term-for-various-formats/

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Free Download Construction Safety Complete HSE Procedures On-Site Safety
Published 3/2026
MP4 | Video: h264, 1280×720 | Audio: AAC, 44.1 KHz, 2 Ch
Language: English | Duration: 2h 16m | Size: 1.57 GB
Professional Construction Safety Training Covering Risk Assessment, Site Hazards, PPE, and Safe Working Practices

What you’ll learn
Understand the structure and operations of the construction industry
Identify different types of construction sites and activities
Recognize common hazards present on construction sites
Understand physical, chemical, biological, and ergonomic hazards
Learn the importance of safety procedures in construction projects
Conduct basic risk assessments using industry-standard methods
Apply the 5 steps of risk assessment effectively
Understand the hierarchy of risk control measures
Implement safe working practices on construction sites
Learn working at height safety procedures
Understand excavation and confined space safety Requirements
Apply general construction site safety rules
Understand the importance of safety audits and inspections
Learn the correct use of Personal Protective Equipment (PPE)
Analyze real-world construction accident case studies and lessons learned
Requirements
Basic understanding of workplace environments is helpful
No prior construction safety experience is required
Interest in construction safety and risk management
Ability to understand basic workplace safety instructions
Suitable for beginners and professionals seeking safety knowledge
Description
This course contains the use of artificial intelligence.
Construction sites are among the most hazardous workplaces in the world. Every year, thousands of workers experience injuries due to unsafe practices, lack of awareness, or poor safety management. Understanding construction safety procedures is essential for protecting workers, preventing accidents, and ensuring projects run efficiently.
This comprehensive Construction Safety Training Course provides a complete understanding of Health, Safety, and Environmental (HSE) procedures used on modern construction sites. The course explores the structure of the construction industry, common workplace hazards, risk assessment techniques, safe work practices, and the proper use of personal protective equipment.
Learners will gain in-depth knowledge of construction site operations, including residential, commercial, industrial, and infrastructure projects. The course explains how safety procedures protect workers, reduce project risks, and ensure compliance with international safety standards.
Participants will also learn how to identify physical, chemical, biological, ergonomic, and environmental hazards commonly present at construction sites. Through structured lessons and real-world case studies, students will understand how accidents occur and how effective safety management systems prevent them.
A major part of the course focuses on risk assessment, teaching learners the five essential steps used by safety professionals to identify hazards, evaluate risks, and implement effective control measures. Students will also understand the hierarchy of risk controls, which helps organizations eliminate or reduce hazards systematically.
The course further introduces safe working practices, including working at height, excavation safety, confined space procedures, site housekeeping, emergency planning, and safety responsibilities of workers and supervisors. These practices form the foundation of a strong safety culture on construction projects.
Additionally, the course covers safety audits, inspections, and personal protective equipment (PPE). Learners will understand how safety inspections and audits help monitor compliance and improve workplace safety performance.
Two detailed real-world construction accident case studies are included to help learners understand how safety failures occur and what lessons can be learned to prevent future incidents.
By the end of this course, learners will have a clear understanding of construction safety management, site hazard control, and practical safety procedures required to maintain a safe working environment.
This course is designed for individuals who want to build a strong foundation in construction safety and develop practical knowledge applicable to real construction projects.
Professional Training Institute (PTI) is dedicated to providing industry-focused professional education designed to enhance skills, improve workplace safety, and support career development. PTI courses are designed with practical knowledge, real-world applications, and professional standards to prepare learners for modern workplace challenges.
Who this course is for
Construction workers and site laborers
Safety officers and HSE professionals
Construction supervisors and site managers
Civil engineering students
Project managers involved in construction projects
Individuals interested in workplace safety careers
Anyone who wants to understand construction site safety practices

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Free Download Conscious Consumption for Business ESG & Circular Economy
Published 4/2026
MP4 | Video: h264, 1920×1080 | Audio: AAC, 44.1 KHz, 2 Ch
Language: English | Duration: 1h 52m | Size: 4.19 GB
Build sustainable products, operations, and supply chains while avoiding greenwashing and creating long-term value

What you’ll learn
Define conscious consumption and link it to business value, risk, and competitive advantage.
Analyze consumer sustainability trends, including the say-do gap, by region and demographics.
Apply TBL, stakeholder capitalism, and conscious business to real corporate decisions.
Differentiate CSR vs ESG and interpret common frameworks (GRI, SASB, CDP, TCFD).
Identify circular economy levers for product, packaging, and supply chain redesign.
Create credible sustainability communication that avoids greenwashing and builds trust.
Requirements
There are no prerequisites for this course
Description
Have you ever looked at a product and wondered-not just what it costs-but who made it, what it’s made from, and what happens after it’s used?
That shift in thinking is driving a major change in business. Today, customers, employees, investors, and regulators increasingly expect companies to prove they’re reducing harm and creating value beyond profit.
Consider what the data is signaling
• Large majorities of consumers say sustainability matters-and many will switch brands when they feel a company is unethical
• Investors increasingly treat environmental and social risk as financial risk
• Regulations (especially in the EU) are making sustainability reporting and due diligence far more mandatory
The challenge is that sustainability is no longer just a "nice-to-have." It touches products, packaging, supply chains, operations, culture, and public trust. And if your sustainability message doesn’t match your reality, the reputational and legal risks can be serious.
This course is designed to help you understand how conscious consumption works in a corporate context-and how to apply it in real business decisions.
In this course, you’ll learn how to
• Define conscious consumption in a business setting and connect it to long-term value
• Understand consumer trends (including the "say-do gap") and what they mean for strategy
• Apply core frameworks like the Triple Bottom Line, stakeholder capitalism, and conscious business
• Distinguish CSR from ESG, and understand major reporting frameworks (GRI, SASB, CDP, TCFD)
• Make sense of emerging regulations like CSRD and CSDDD and why they matter
• Use circular economy principles to redesign products, packaging, and supply chains
• Evaluate certifications and standards (B Corp, Fair Trade, ISO 14001, FSC, SA8000, Rainforest Alliance, Cradle to Cradle)
• Improve operations through energy, water, waste, responsible procurement, and impact measurement (LCA + carbon scopes)
• Build an internal sustainability culture and communicate externally with credibility (without greenwashing)
• Learn from real-world execution through a detailed case study on Interface Inc.
By the end, you’ll have a practical, business-focused toolkit to spot high-impact opportunities, reduce risk, and align sustainability with strategy-so your organization can serve customers more responsibly while staying competitive.
If you’re ready to move from vague sustainability goals to clearer frameworks, smarter decisions, and stronger trust-this course is for you.
Who this course is for
Sustainability, ESG, and CSR professionals (new or transitioning into the role)
Product managers, designers, and packaging teams building sustainable offerings
Operations, manufacturing, and facilities leaders focused on efficiency and footprint reduction
Procurement and supply chain professionals working on ethical and sustainable sourcing
Marketing and communications teams responsible for sustainability claims and transparency
Business leaders, managers, and entrepreneurs building purpose-led strategy
Investors, analysts, and consultants seeking a practical corporate sustainability overview
Students and career-changers exploring sustainable business and circular economy concepts

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Free Download Confluent Certified Developer for Apache Kafka || 2026 ||
Published 4/2026
MP4 | Video: h264, 1280×720 | Audio: AAC, 44.1 KHz, 2 Ch
Language: English | Duration: 1h 46m | Size: 1.09 GB
Advanced Apache Kafka: Architecture, Streaming, and Real-Time Systems, Build High-Performance Data Pipelines for Success

What you’ll learn
Understand the fundamentals of event streaming and how Apache Kafka fits into modern data architectures
Learn Kafka core architecture, including brokers, topics, partitions, offsets, and replication
Gain knowledge of Kafka cluster components such as ZooKeeper and KRaft mode
Understand data durability, fault tolerance, and in-sync replicas (ISR)
Build and configure Kafka producers for real-world applications
Apply different message partitioning strategies and key distribution techniques
Master delivery semantics: at-most-once, at-least-once, and exactly-once
Handle retries, failures, and error scenarios in producers
Develop Kafka consumers and work with consumer groups effectively
Understand partition rebalancing and consumer group coordination
Learn offset management and committing strategies
Handle deserialization issues and problematic messages (poison pills)
Design and implement stream processing applications using Kafka Streams
Understand the difference between KStream and KTable and their use cases
Perform stateless and stateful stream operations
Understand streams vs. tables and push vs. pull queries in ksqlDB
Implement authentication, authorization, and role-based access control (RBAC)
Build scalable, fault-tolerant, and real-time data streaming systems
Gain practical skills to work with Kafka in production environments
Requirements
No prior experience with Apache Kafka is required – this course starts from the fundamentals and gradually moves to advanced topics
Description
This course contains the use of artificial intelligence.
This is an Unofficial Course.
This comprehensive course is designed to take you from a complete beginner to a confident, job-ready professional in Apache Kafka and real-time data streaming. In today’s data-driven world, organizations rely heavily on event-driven architectures to process massive volumes of data in real time, and Apache Kafka has become the industry standard for building scalable, fault-tolerant streaming platforms. This course provides a deep and practical understanding of Kafka’s core architecture, development workflows, and advanced stream processing capabilities, enabling you to build production-grade systems with confidence.
You will begin by developing a strong foundation in event streaming concepts and understanding how Kafka fits into modern distributed systems. You will explore the internal architecture of Kafka clusters, including brokers, topics, partitions, offsets, replication mechanisms, and the role of in-sync replicas in ensuring durability and high availability. The course also introduces essential components of the Confluent ecosystem, including the Schema Registry, helping you manage and evolve data schemas effectively in real-world scenarios.
As you progress, you will gain hands-on experience building Kafka producers and consumers, learning how messages are produced, partitioned, and delivered across distributed systems. You will master critical configuration settings, understand delivery guarantees such as at-most-once, at-least-once, and exactly-once semantics, and learn how to handle retries, failures, and edge cases that commonly occur in production environments. On the consumer side, you will explore consumer groups, partition rebalancing, offset management strategies, and efficient polling and threading models to ensure reliable and scalable data consumption.
The course goes beyond basic messaging by introducing Kafka Streams, a powerful library for building real-time stream processing applications. You will learn how to design and implement stream processing topologies, understand the differences between streams and tables, and apply both stateless and stateful operations. You will also explore advanced concepts such as state stores, time semantics, and windowing strategies, enabling you to process and analyze streaming data with precision and flexibility.
In addition to Kafka Streams, you will dive into ksqlDB, a SQL-based streaming platform that allows you to build stream processing applications using familiar query syntax. You will understand how to work with streams and tables in ksqlDB, differentiate between push and pull queries, and use it to simplify complex streaming use cases without writing extensive code.
Security is a critical aspect of any production system, and this course covers essential Confluent security concepts, including authentication, authorization, and role-based access control. You will learn how to secure your Kafka ecosystem and ensure that data access is properly managed across users and applications.
By the end of this course, you will have a complete understanding of Apache Kafka’s architecture and ecosystem, along with the practical skills needed to design, develop, and deploy real-time data streaming solutions.
Whether you are a developer, data engineer, or IT professional, this course equips you with the knowledge and confidence to work with Kafka in real-world environments and advance your career in modern data engineering.
Thank you
Who this course is for
Developers who want to build real-time, event-driven applications using Apache Kafka
Data engineers looking to design and manage scalable data streaming pipelines
Backend engineers interested in distributed systems and high-throughput messaging
Software engineers who want to expand their skills into modern data architectures
Beginners who have basic programming knowledge and want to learn Apache Kafka from scratch
IT professionals and system architects aiming to understand and implement event-driven systems
Professionals preparing for roles in data engineering, streaming platforms, or big data technologies
Anyone interested in learning how modern companies process and analyze data in real time using Apache Kafka and the Confluent ecosystem

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No Password – Links are Interchangeable

Confluence: Sharing and Collaboration
Duration: 52m | .MP4 1920×1080 30 fps(r) | AAC, 48000 Hz, 2ch | 114.89 MB
Genre: eLearning | Language: English​

This course will teach you how to stay engaged with your team with Atlassian’s Confluence.

More Info:
Confluence: Sharing and Collaboration