1. Collaborative filtering is primarily based on :

Historical user-item interactions

4 .Item-based collaborative filtering is more scalable than user-based because:

A) Items are fewer and more stable than users

5.The "cold start" problem in collaborative filtering refers to:

B) New users or items with no data

6.Model-based collaborative filtering often uses:

B) Neural networks and matrix factorization

8. In collaborative filtering, what does the user-item matrix represent?

C) Interactions such as ratings

9. Which of the following is true about item-based collaborative filtering?

B) It looks for similar items based on user ratings

D) It only works with numeric data

13. Matrix factorization in collaborative filtering aims to:

B) Find latent features of users and items

14. In a recommendation system, what is "implicit feedback"?

C) Clicks, views, or purchase history

15.Which of the following is a limitation of user-based collaborative filtering?

C) Suffers from scalability and sparsity issues

Collaborative filtering

Collaborative filtering techniques

Q.What is the primary purpose of Article VI of the Code of Ethics for Professional Teachers? To outline administrative duties To ensure teachers are paid well To provide guidelines for the ethical conduct of teachers To regulate classroom sizes 1 30 sec Q.Which of the following is a key principle outlined in Article VI of the Code of Ethics for Professional Teachers? Commitment to professional development and lifelong learning Preference for teaching only certain subjects Limiting communication with parents and guardians Prioritizing personal interests over student needs 2 30 sec Q.What action is discouraged by the Code of Ethics for Professional Teachers as stated in Article VI? Providing extra study materials Creating a collaborative classroom environment Engaging in favoritism towards certain students Offering support to struggling students 3 30 sec Q.According to Article VI of the Code of Ethics for Professional Teachers, what should teachers prioritize in their professional relationships? Building friendships with students Their personal career advancement The welfare and best interest of their students Maintaining strict discipline at all times 4 30 sec Q.What is one responsibility of teachers as outlined in Article VI of the Code of Ethics? To avoid attending professional development workshops To maintain confidentiality concerning student records and information To share all student details with the public To prioritize sports over academics 5 30 sec Q.Which of the following is emphasized as a critical ethical obligation for teachers in Article VI of the Code of Ethics? Strictly enforcing personal beliefs in the classroom Encouraging students to ignore school policies Promoting respect for laws and regulations governing education Focusing solely on standardized test scores 6 30 sec Q.What can be considered an ethical violation according to Article VI of the Code of Ethics for Professional Teachers? Participating in school events and activities Offering additional help to interested students Accepting gifts or favors from students that may influence judgment Providing feedback on student assignments 7 30 sec Q.What role does collaboration play in the ethical responsibilities of teachers as stated in Article VI of the Code of Ethics? It is essential for fostering a positive learning environment It should be avoided to maintain authority It is not considered important in teaching It primarily benefits the teacher's career 8 30 sec Q.According to Article VI of the Code of Ethics, what should teachers promote among their students? Acceptance of plagiarism as a norm Disregard for rules and authority Values of honesty and integrity Competition at all costs 9 30 sec Q.What should teachers do when faced with unethical behavior from a colleague, according to Article VI of the Code of Ethics? Confront the colleague aggressively Ignore the behavior to maintain harmony Share the details with students Report the behavior to the appropriate authorities

There are 12 core values at BTS, with 4 core values being “non-negotiables”. Each of the 12 core values are categorized into 3 main groups, Permission to Play, Architect of the Future, and Guardian of the Mood, to further encapsulate the broader aspects of BTS's work culture. The 4 non-negotiables: Being Super Hungry: This value underscores an intrinsic motivation and a relentless pursuit of goals. It reflects an individual's aspiration to continually strive for success, always seeking opportunities to grow and excel. Strong Willingness to Learn: This value promotes a continuous desire for personal and professional growth. It represents an open-minded approach to acquiring new skills and knowledge, which is critical in the ever-evolving field of taxation and financial services. Burning Desire for an Abundant Lifestyle: This value aligns well with the firm's vision and mission. It showcases a passionate pursuit of a prosperous life, not just in terms of financial wealth but a comprehensive approach to abundance, involving personal well-being and satisfaction. Burning Desire to be the Best: This embodies the drive to excel and be at the forefront in one’s area of expertise. It encourages individuals to strive for excellence, setting the bar high and aiming to surpass it, fostering a culture of competitiveness and high performance. Permission to Play: This category delineates the foundational qualities BTS seeks in potential team members, reflecting a blend of passion, humility, presence, and aspiration for a prosperous life. Super Hungry: Being "Super Hungry" transcends personal ambition, creating an environment where passion and determination are contagious. It's about fostering an ecosystem of perpetual growth, where individuals are fervently working towards their goals while uplifting others. It represents a spirit of resilience and relentless forward motion, fostering a collective progress where success is a shared journey. Humble and Humility: Embracing humility is the cornerstone of personal and organizational growth at BTS. It encourages individuals to remain open to learning and receptive to constructive criticism, fostering a culture of continuous improvement. Humility embodies a willingness to relinquish ego, embracing the learnings that come through experiences and guidance. It cultivates a space where personal growth is accelerated through mutual respect and collaborative learning, ultimately paving the way for success. Burning Desire for an Abundant Lifestyle: This core value embodies a holistic pursuit of happiness, where individuals strive to find joy and fulfillment in various facets of life, including work, personal relationships, and mental well-being. It encourages a balanced approach to life, where passion for work aligns with personal joy, fostering a workplace where individuals are deeply committed and engaged in their roles, finding contentment and happiness in their professional pursuits. Being Fully Present and Inspiring: Being fully present encourages individuals to immerse themselves wholly in their tasks, minimizing distractions and maximizing productivity. It fosters a workplace where people are engaged, content, and genuinely invested in their roles. Simultaneously, nurturing an inspiring environment is about personal growth and self-motivation, where individuals are the driving forces behind their success, igniting inspiration through their journey and accomplishments, fostering a cycle of mutual motivation and growth. Architect of the Future: This category is about the cultivation of leaders within the team, encouraging qualities such as self-drive, innovation (revolutionist), a strong willingness to learn, and an unyielding desire to be the best in their field. Being Self-Driven: A self-driven individual embodies responsibility and initiative, equipped with a clear vision and a proactive approach to achieving their goals. They are fervent in bridging the gap between their present and envisioned future, fostering a goal-oriented mindset that is aggressive in its pursuit and focused on accomplishing its objectives. Being a Revolutionist: A revolutionist in the BTS context is an innovator, willing to defy conventional norms and embrace new approaches to foster growth and development. They are vocal advocates for change, bringing unique perspectives and solutions to the table, fostering an environment of innovation and progressive thinking. Even amidst resistance, they hold firm to their vision, aligning their actions with the core values and purpose that guide BTS's mission. Strong Willingness to Learn: An individual with a strong willingness to learn is adaptable, constantly evolving to meet the changing demands of the industry. They are voracious learners, continually seeking knowledge to enhance their expertise, thereby adding value to the clients and the organization. Burning Desire to be the Best: This value is about embodying excellence in every endeavor, fostering a culture where individuals are constantly striving to elevate their expertise and services. It encourages a proactive approach to personal and professional growth, where the quest for greatness is a continuous journey, propelled by learning and innovation. Guardian of the Mood: This focuses on maintaining a positive and collaborative work environment, emphasizing values such as gratefulness, patience, excitement, and helpfulness. It suggests that BTS values not only professional excellence but also emotional intelligence and positive interpersonal interactions. Being Grateful: Being grateful at BTS embodies a conscious appreciation of the opportunities and resources at hand. It encourages individuals to not just focus on personal milestones but to recognize and value the collective efforts and accomplishments of the team. It's about harboring a mindset of thankfulness that permeates everyday life, understanding that the privilege to progress and succeed is not to be taken for granted. This attitude fosters a nurturing environment where gratitude amplifies abundance, paving the way for more blessings and opportunities to flourish. Patience: Patience at BTS embodies a multifaceted approach that encompasses trust, readiness to play a role effectively, striving to reach one's potential, a hunger for success, and a helpful disposition. It encourages individuals to cultivate a patient attitude, fostering a work environment where goals are pursued with persistence and determination. Genuine Excitement: Genuine excitement at BTS manifests as a contagious enthusiasm that permeates the organization. It is characterized by a deep-seated passion for one's work, fostering a positive and vibrant work environment where individuals are energized and motivated to make a meaningful impact through their roles. Being Helpful: Being helpful at BTS entails proactively identifying opportunities to assist, be it in aiding clients with their concerns or supporting team members in their roles. It fosters a collaborative and supportive work environment, where individuals are attuned to the needs of others and are ready to step in to provide assistance.

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