關於 ai definition ，我們在網路上蒐集到這些相關的討論、資訊與評價

ต้องลึกแค่ไหนถึงจะเรียกว่า Deep Learning กันนะ ? 🧐
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👉 มารู้จักกับ Deep Learning ศาสตร์แห่งการเรียนรู้ที่เลียนแบบการทำงานของสมองมนุษย์ จะเป็นยังไง และมีรายละเอียดยังไง หากพร้อมแล้ว ไปอ่านกันโลดดด !!
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💡 รู้จัก Deep Learning
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Deep Learning เป็นการเรียนรู้ของเครื่องคอมพิวเตอร์แบบอัตโนมัติ ที่เลียนแบบการทำงานของสมองในมนุษย์ เพื่อทำให้เครื่องสามารถเข้าใจและเรียนรู้จากข้อมูลจำนวนมาก ๆ ได้นั่นเอง ซึ่งเป็นส่วนหนึ่งของ Machine Learning และ Artificial Intelligence (AI) ซึ่งในปัจจุบันมีการนำเทคโนโลยีนี้มาใช้กันอย่างแพร่หลาย เช่น รถยนต์ขับเคลื่อนอัตโนมัติ โดยสามารถจำป้ายต่าง ๆ แยกแยะรถยนต์กับคนเดินบนถนน หรือสิ่งขีดขวางต่าง ๆ ตรวจจับความเร็วของรถคันหน้าได้นั่นเอง ซึ่งโครงสร้างอัลกอริทึมของ Deep Learning จะสร้าง Artificial Neural Network มันสามารถเรียนรู้และตัดสินใจทำสิ่งต่าง ๆ ได้ด้วยตนเอง
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🔧 Deep Learning ทำงานอย่างไร ?
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Deep Learning จะทำงานเลียนการทำงานของโครงข่ายเซลล์ประสาทของมนุษย์ หรือที่เรียกว่า Neural Networks ซึ่งสามารถคิดซับซ้อนเหมือนมนุษย์ได้ สิ่งเหล่านี้จะเกิดขึ้นไม่ได้เลยหากไม่มีชุดข้อมูล เพื่อสร้างอัลกอริทึมที่สามารถจำแนก ทำนาย และจัดหมวดหมู่ให้กับข้อมูลที่เราต้องการได้นั่นเอง
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โดย Neural Networks จะมีโหนดที่เชื่อมถึงกันหลาย ๆ ชั้น (เหมือนเส้นประสาทของมนุษย์) จะทำหน้าที่ปรับแต่งประสิทธิภาพของการทำนาย หรือการจัดหมวดหมู่ ยิ่งมีเยอะ และลึกเท่าไหร่ การทำนายก็จะแม่นยำขึ้นเท่านั้น โดยโมเดล Deep Learning จะใช้ชุดข้อมูลจำนวนมากและจะเรียนรู้ลักษณะต่าง ๆ ได้ด้วยตนเองจนกว่าจะได้ผลลัพธ์ที่แม่นยำออกมานั่นเอง
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ซึ่งในปัจจุบันก็ Deep Learning ก็มีอยู่หลายประเภท ไว้คราวหน้าเดี๋ยวแอดจะมาเล่าให้ฟัง แต่ที่ฮิต ๆ กันก็มีอยู่ 2 ประเภท คือ
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🔸 Convolutional neural networks (CNNs) - หรือเรียกว่า ConvNets มีเลเยอร์หลายชั้น ส่วนใหญ่จะใช้กับการประมวลผลภาพ สามารถตรวจจับลักษณะภายในรูปภาพได้
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🔹 Recurrent neural network (RNNs) - ส่วนใหญ่จะใช้ใน Natural Language, Speech Recognition, หรือข้อมูลที่เป็น Time Series เพราะโมเดลสามารถเรียนรู้และจำรูปแบบลำดับของข้อมูลได้นั่นเอง
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✨ Deep Learning ใช้ทำอะไรได้บ้าง ?
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ในปัจจุบัน Deep Learning จะถูกใช้ในงานต่าง ๆ เช่น Image Recognition, natural language processing (NLP), Speech Recognition Software, Self-driving Cars และอื่น ๆ อีกมากมาย และยังสามารถประยุกต์ใช้ในสาขาอาชีพอื่น ๆ ได้ด้วย ดังนี้
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🚀 การบิน อวกาศ และการทหาร - ใช้ Deep Learning เพื่อสร้างเครื่องมือในการตรวจจับวัตถุจากดาวเทียม, ระบุตำแหน่งและพื้นที่, รวมถึงการสำรวจพื้นที่ทางทหารเพื่อความปลอดภัยของกองทัพ
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🏭 ระบบอัตโนมัติในโรงงานอุตสาหกรรม - ใช้ Deep Learning เพื่อปรับปรุงสภาพแวดล้อมในการทำงานเพื่อให้มีความปลอดภัยมากขึ้น เช่น ในโรงงานที่มีเครื่องจักรมากมาย เพิ่มการตรวจจับอัตโนมัติเมื่อพนักงานเข้าใกล้เครื่องจักร หรือจะเป็นการตรวจจับความผิดปกติของเครื่องจักร เพื่อความปลอดภัย เป็นต้น
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👨‍🔬 ทางการแพทย์ - ในปัจจุบันมีการใช้ Deep Learning เพื่อทำการวิจัย และวินิจฉัยโรคมะเร็ง จากการตรวจจับเซลล์มะเร็งในร่างกายมนุษย์แบบอัตโนมัติ
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📑 อ่านและศึกษาเพิ่มเติมได้ที่ : https://searchenterpriseai.techtarget.com/definition/deep-learning-deep-neural-network , https://www.mathworks.com/discovery/deep-learning.html , https://www.ibm.com/cloud/learn/deep-learning
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borntoDev - 🦖 สร้างการเรียนรู้ที่ดีสำหรับสายไอทีในทุกวัน
#deeplearning #BorntoDev

Kanye West – Tại sao “Ngài Ye” luôn là 01 tượng đài?

Nhân dịp Donda quá khủng khiếp thì chúng ta lại

“Y’all can’t match my hustle
You can’t match hustle
Lock yourself in a room doing 5 beats a day for 3 summers”

Nôm na là:

“Các người không thể sánh được với sự bận rộn của tôi
Các người không quen với nó.
Khóa mình trong phòng kín – làm 05 beats 01 ngày cho 3 mùa hè tiếp theo”.

Đó là lyrics của Kanye West trong track “Spaceship” album debut của KanyeWest, “ The College Dropout”
Kanye Omari West, từ lúc chẳng là ai cả đến cả lúc trên đỉnh của danh vọng như hiện nay. Mr Ye vẫn luôn là như thế - 1 gã điên, cuồng say trong studio, phòng của mình, sản xuất ( Trong album Donda mới được ra thì phòng làm việc của Kanye West chỉ gói gọn trong một diện tích khoảng 20m2, không cửa sổ) – suy nghĩ về những sản phẩm âm nhạc và sân khấu ở một tầm khác. Lyrics của Kanye West trước giờ vẫn thế - thể hiện suy nghĩ theo từng thời kì, lúc ngạo nghễ ngông cuồng (Famous) – lúc tin vào Đức Chúa Trời (Jesus is King, Closed on Sunday) . Sản phẩm của mình, phải do mình tạo ra và phải mang đậm chất “Kanye” nhất.

Với hơn 25 đề cử Grammy, Kanye West đã chứng tỏ được với thế giới mình là ai. Bản chất “điên” – nóng nảy vẫn luôn như thế, ngay cả khi Kanye West lấn sang vào thời trang/ high fashion và Streetwear. Không phải tự nhiên mà Ye trở thành “God”, thành “Yeezus” của những con chiên ngoan đạo. Vì khi các rappers kia còn đang ngủ quên trên chiến thắng – thì Kanye đã bắt đầu những viên gạch đầu tiên xây dựng đế chế của riêng mình– Mr West đã gây những dấu ấn “đóng cốp” Yeezy lên thời trang chung của thế giới.

VAI TRÒ:

ĐƯA CỤM TỪ “HYPEBEAST” VÀ KHIẾN CÁC ÔNG LỚN THẤY SỰ ĐÁNG SỢ TIỀM TÀNG CỦA “THỜI TRANG ĐƯỜNG PHỐ”

Mỗi lần Kanye West xuất hiện trên đường – các paparazzi đều săn đón – hình ảnh về KanyeWest thì 01, thì hình ảnh về những items/sản phẩm đang mặc, đôi giày Mr Ye đi lại là những chủ đề nóng bỏng trên mọi fanpage, group, cộng đồng mạng. Không phải tự nhiên người ta gọi KanyeWest là “Trend – setter”. Dù có nhiều người tài năng nhưng người đưa Streetwear 01 phần nào ra ánh sáng với sự tự do của nó – đó là KanyeWest. Tại sao Louis Vuitton lại collab với KanyeWest để ra đôi giày LV, tại sao Nike lại hợp tác với Kanye – khi ông là 1 Influencers về Giải trí và không liên quan gì nhiều đến thể thao và Adidas đã mừng rỡ chào đón KanyeWest – vì những gã khổng lồ kia – thừa hiểu những gì mà KanyeWest có thể mang lại. Đó là “Sự ảnh hưởng”.

MANG LẠI HÌNH ẢNH “ICONIC” NHẤT CỦA STREETWEAR, NHỮNG HÌNH DÁNG THIẾT KẾ:

Mặc dù hiện tại không còn được ưa chuộng nhiều như hồi xưa, nhưng hẳn những ai là fan của Yeezus – thì những hình ảnh đã đi vào Sách giáo khoa về sự phát triển của Streetwear. Pablo show hay runway của Yeezy Season 01 – đã khuấy đảo giới hâm mộ thời trang trong suốt thời gian đó, Mr West đã đưa ra cho thế giới khái niệm về “clear – cut” design. Người ta nhìn vào là biết ngay “Yeezus Vibe”. Baggy, oversized, unisex, distressed, muted colour đã trở thành signature silhouette của Kanye West và cả Yeezy Clothing. Các con chiên tôn sùng ngoan đạo lùng sục các sản phẩm thuộc collection đầu tiên của Yeezy Clth – giá bán luôn được đôn lên một cách không thương tiếc. Từ khóa #HowtofitlikeKanyeWest có lẽ được sử dụng nhiều nhất trên Google Research. Có lẽ sử dụng layout, distressed hay quần áo oversized đã không quá lạ lùng với nhiều người trong thời gian đó – nhưng với những con người đang chân ướt chân ráo vào “streetwear field” Kanye thực sự là God với “homeless” style .Yeezy nhanh chóng trở thành xu hướng của phương Tây. Những con muỗi “Fast fashion” như Zara hay H&M cũng ngửi thấy mùi máu tươi từ thị trường tiềm năng và chúng ta có gì? Những chiếc hoodie, tee inspired trực tiếp từ Yeezy Clothing. Và gần đây thì chúng ta có gì – Yeezy x GAP, mở ra một chương tiếp cận mới với các sản phẩm đến từ Kanye West.

ĐƯA TOUR MERCH THÀNH MỘT KHÁI NIEM MỚI:

Giờ chúng ta có 01 hỗn hợp merchandise stuff – từ Bieber tour tới Travis Scott, A$AP Rocky vvv..vv dấn thân mạnh mẽ vào Streetwear community. Nhưng trước đó – one and only one – Kanye West với tầm ảnh hưởng mạnh mẽ của mình, khiến những kẻ mộ điệu phải đi lineup để mua những sản phẩm chỉ là Tour Merch. Với giá retail nhưng bị resell với 01 cái giá không thể ngất ngưỡng hơn, Kanye West đã tuyên bô với thế giới “ Đồ nào của bố không ra mà lại không hot”. Căng thẳng hơn – dù tour merch đã xuất hiện rất lâu, để những người hâm mộ các singers, tour band có thể ủng hộ nhóm nhạc của họ - nhưng Mr Ye đang mang đến cho gen Z – a new definition of “Hype Master”. LIFE OF PABLO – cái tên này – chắc không cần nhắc – là tên của MR’s West merch và không liên hệ trực tiếp nào với Yeezy clothing – nhưng bst đã tiêu diệt hết mọi nơi mà nó đi qua, popup với những kẻ sẵn sàng bỏ cả ngày để camp. Từ tee, longsleeves, cap và hoodies – đều bán sạch. Mỗi thành phố đi qua, mỗi merch collection được tung ra và đều được bán sạch. Nó khiến những người dù không thích Kanye West, chưa nghe nhạc Kanye lần nào cũng đi tìm các sản phẩm của Mr Ye.

“I FEEL LIKE PABLO” – yeah, MR KanyeWest kiếm gần 1.000.000 dollar từ những sản phẩm bình thường Merch kia chỉ trong 01 đêm diễn của mình. Đó là tiền đề của những Cactus Jack Travis Scott, Drew House Justin Bieber sau này.

HYPED:

Có lẽ KANYE WEST đã tác động mạnh mẽ tới những gã thời trang lớn và thách thức họ - vì có lẽ chưa bao giờ những nhà sản xuất kia có thể hiểu được vì nguyên cớ gì mà người ta phải đổ xô đi mua những chiếc graphic tee đơn giản kia, những đồ merch low cost với giá cao ngất ngưỡng. Có ai phải đứng lineup trước Hermes, Louis Vuitton, Maison Margiela để mua đồ, chờ 02-03 ngày để sở hữu 1 sản phẩm không? Không, những trải nghiệm đó là chưa hề có và mình tay của Kanye West đã thổi 01 luồng gió hơi “Lạnh gáy” tới những ông trùm kia về sự đáng sợ của cơn bão mang tên “HYpebeast, Streetwear”. Và đó cũng là tiền đề - để chúng ta có những collaboration không tưởng như SUPREME x LOUIS VUITTON. Những items được Mr Ye mặc thì đều được rao bán trên Grailed, Ebay với mức giá hàng chục ngàn, có khi trăm ngàn Dollar. Các artwork, các bìa album đều trở thành cảm hứng sáng tạo cho nhiều người trẻ tài năng khác và thực sự không thể nào 01 rapper có thể thực hiện những gì mà Kanye West đã làm.

RAPPER ĐỘC – LẠ - ĐIÊN:

Trước KanyeWest, khó có thể 01 rapper nào có thể phá vỡ được rào cản giữa rapper/underground và fashion. Tư tưởng “chó điên”, mặc gì có thể mang lại cái tôi nhất cho mình – không quan trọng màu sắc – hay nó như thế nào – nhưng có thể tạo ra một “KanyeWest” và đúng nghĩa “KanyeWest”. Với 01 lượng quen biết khổng lồ với những người trong giới thời trang tại điểm đó như Riccardo Tisci, Phoebe Philo, Nigo vv.vv KanyeWest mang cho những gã khổng lồ kia cái nhìn mới mẻ về rapper – thường được mỉa mai là “Những gã da màu chỉ biết Ghetto field “ và “Chẳng bao giờ có thể get in vào được fashion field cả”. Để giờ chúng ta có ai? Chúng ta có 1 hyped master khác mang tên Travis Scott – 1 fashion icon rapper đúng nghĩa thế hệ mới mang tên A$AP ROCKY và những fashion icon hiện tại rất nhiều người da màu.
Sự ảnh hưởng của Kanye West còn diễn ra bây giờ - Không chỉ dừng ở bản thân mình, nhưng di sản của Mr Ye vẫn còn đang nối tiếp – đó là gì? Đó là Virgil Abloh – 01 anh kiến trúc sư được thành giám đốc sáng tạo của Kanye West – giờ là founder của Offwhite và menwear designer của Louis Vuitton. Đó là Luka Sabbat – cậu model trưởng thành từ Runway Yeezy Clothing 01, giờ đã là fashion icon nức tiếng.
Ngày nay – có vẻ Mr West bận rộn với album mới Donda của mình. Vết thương lòng với Kim có lẽ sẽ ở lại phía sau để Yeezy tiếp tục tiến lên phía trước.
“Without Kanye West, we cant have the streetwear community like now” là hoàn toàn không sai và Kanye West xứng đáng nhận được sự ngưỡng mộ của những con chiên ngoan đạo.

Ủng hộ cho Bi tại:

Paypal: https://www.paypal.me/triminhle0808
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STK: 104005424124 - Chủ tài khoản: Lê Minh Trí.
momo: https://nhantien.momo.vn/triminhle

🌻美國生活
打了疫苗後, 在上週進城了一趟.
許久未出門的感覺很奇妙. 進了城, 也感到大家的生活還是如往常一般, 只是餐廳沒甚麼人(都用電話下單, 或是當場點了東西後就走), 許多人(並不是全部)的臉上也多了個口罩. 旅館的人倒是不多. 但商家停車場的車子應該如往常一樣, 沒有減少.

每次進城, 也一定會到Chipotle打牙祭. 這次試了他們新的飯(參雜了cauliflower花椰菜), 酸酸滋味, 配上原來burrito裡面就有的料, 真的是開胃又好吃, 一口接一口.

最近吃了三家不同的burrito, 還是覺得Chipotle的最好吃. 我想原因之一(不知道我的觀察有沒有誤), 可能是他們把不同口感的配料加在一起時, 有多家一道手續, 讓新鮮脆口的生菜, 烤熟的肉類, sour cream與其他配料均勻地被融合起來, 也讓滋味豐富了起來. 不像其他家的burrito, 一口咬下去, 就是飯, 或是豆類, 分得很清楚, 而沒有不同食材所帶來的多層次的口感.

Anyway. 附上這次進城照的幾張照片在下方.

🌻My happiness project: 年報財報導讀

股市對我來說像戰場; 年報財報就像是兵書. 而一家家公司的年報財報, 對我來說, 就像是故事書一樣, 述說著公司的成長營運軌跡. 做了這些功課後, 持股也會有信心. "Buy and do homework," 是我認為投資該有的態度.

下半年時間比較多, 所以想抽一點時間出來, 跟對看年報財報有興趣的投資人一起來讀資料, 順便藉此分享我是如何抓重點&透過年報財報來做思考的. 也想要藉此來宣揚看年報財報的好處&消除投資人對英文年報財報可能會有的恐懼感. Anyway. 這只是初步的想法. 若要實行也會是九月的事情了.

不過先錄了一段影片, 解釋我是怎麼做財報內容&電話會議內容整理的: https://youtu.be/vvkrs6CiWdw

🌻本周做的功課與閱讀
https://makingsenseofusastocks.blogspot.com/2021/05/blog-post_19.html

這次的閱讀中, 跟成長股比較有關的是這段. 目前成長股也被重新定價中, 所以建議成長股投資人在挑股的時候, 盡量找有現金流, 還有獲利的公司.

"That’s true even for the highflying growth stocks that have been getting hit so hard recently—as long as they have earnings. Adam Parker, founder of Trivariate Research, notes that following large growth selloffs, S&P 500 growth stocks with both free cash flow and expanding margins tend to outperform in the months ahead. That means favoring stocks like ServiceNow (ticker: NOW) and Advanced Micro Devices (AMD) over shares of Chegg (CHGG) and Twitter (TWTR). “Buy some growth stocks on the selloff, but they have to have positive free cash flow and margin expansion,” Parker says."

🌻投資金句
"I learned that you may be right, but if enough people believe you're wrong the markets can really hurt you." --BlackRock bond chief Rick Rieder

🌻The Future of Work
看到BofA寫的這一段, 覺得挺感動的. 這也是投資的目的之一, 能夠藉著這個方式, 來接觸到世界的脈動.

The Future of Work
Thematic Research
BofA Global Research
bofa.com

May 12: The future of work is not zero-sum between humanity and technology. We believe humans can collaborate with and work alongside robots, rather than be displaced by them, and that technology can create more jobs than it destroys. By 2025 alone, the WEF [World Economic Forum] thinks automation will add 12 million net new jobs, with robots eliminating 85 million jobs but creating 97 million new ones. Other grounds for optimism include: (1) 65% of children starting school today will work in jobs that have not been invented yet; (2) “new” collar jobs will be generated from well-placed thematic sectors like healthcare, renewables, new mobility, or even moonshot technologies; and (3) we might actually be more productive and have more leisure time if robots can relieve us of more mundane, repetitive everyday tasks. We have identified $14 trillion in market cap of enablers for the future of work. Technology, industrials, and medtech are some key beneficiaries. We also see opportunities in education and the upskilling/retraining of workers by corporates. Conversely, commercial real estate/offices and legacy transport are some of the sectors facing headwinds...

So, what are the truly futuristic jobs that could be invented? Data-privacy managers, nanomedicine surgeons, lab-meat scientists, blockchain strategists, space-tourist guides, freelance biohackers, AI avatar designers, 3D food-printer chefs, leisure-time planners, ethical algorithm programmers, and brain simulation specialists, to name but a few.

🌻Dividend Growers’ Allure
這段從股息的角度, 來講解傳統價值股跟成長股的不同處.

Dividend Growers’ Allure
Insights & Commentaries
Washington Crossing Advisors
washingtoncrossingadvisors.com

May 10: Buy quality stocks that increase dividends regularly. This simple strategy takes a long-term view of investing and focuses on the dividend, not the stock price. Passive income generated from dividend growth has two main benefits. First, it focuses your investment strategy on cash-generating, growing companies. Second, it tends to lead to quality businesses that are neither too young nor too old.

Why is this so? Almost by definition, a dividend-growing company tends to cover expenses with rising cash flow. And which companies do these tend to be? They tend to be profitable, established companies in the middle of their corporate life cycle. By contrast, young companies tend to be burning cash, constantly in need of capital, and face a higher risk of failure. Such young firms tend to not pay dividends at all as they are consumed with growth. On the other hand, older companies often funnel most or all cash to investors as dividends because viable investments can no longer be found. These firms are often in decline and offer little growth, often reflected in a high current yield.

Picture:
1. Chipotle內部. 可以看到有個取餐的架子. 餐廳人員也不時在電腦螢幕前, 看進來的訂單, 備菜.
2. 旅館外一區. 面向密西根湖.
3. CSX, Union Pacific的火車廂(這兩家都有上市)

Note download 筆記下載 : https://hermanutube.blogspot.hk/2016/01/youtube-pdf.html
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Biology 所有 videos 的 Playlist 可看：
https://www.youtube.com/playlist?list=PLzDe9mOi1K8oSnhUSkuaWV9d7FbyJDSPE
分類的 Playlist 可看：
1. Cells and Molecules of Life 細胞與生命分子… https://www.youtube.com/playlist?list=PLzDe9mOi1K8pimOHKxXgEB4A7BkIU_fvE
2. Genetics and Evolution遺傳與進化… https://www.youtube.com/playlist?list=PLzDe9mOi1K8qxXqviCcE59G2o2S-SZmLz
3A. Essential life processes in plants植物維持生命的活動… https://www.youtube.com/playlist?list=PLzDe9mOi1K8oaLqXiViAOyF-wt_wxD62w
3B. Essential life processes in animals動物維持生命的活動… https://www.youtube.com/playlist?list=PLzDe9mOi1K8petIdjLSGd9BbyfUcDdHim
3C. Reproduction, growth and development生殖、生長和發育... https://www.youtube.com/playlist?list=PLzDe9mOi1K8ramUz1FlN0c8vG47a8qChA
3D. Coordination and response協調和反應… https://www.youtube.com/playlist?list=PLzDe9mOi1K8o6aa0bT1nTs5QbaBpJ69W7
3E. Homeostasis體內平衡… https://www.youtube.com/playlist?list=PLzDe9mOi1K8qIF_r_7bLzL_gbkzL3NRiZ
3F. Ecosystems 生態系… https://www.youtube.com/playlist?list=PLzDe9mOi1K8qHQPt5HmieWo0EjPGnmD81
4. Health and Disease健康與疾病… https://www.youtube.com/playlist?list=PLzDe9mOi1K8oWMLSCZvYm_HxnOCnw0ePt
5. Human Physiology: Regulation and Control人體生理學︰調節與控制… https://www.youtube.com/playlist?list=PLzDe9mOi1K8r0Af7WKwjPf5Ih3hk4rRpw
6. Applied Ecology應用生物學… https://www.youtube.com/playlist?list=PLzDe9mOi1K8rbkiK9KEPGav6_z6otcqA7
7. Microorganisms and Humans微生物與人類… https://www.youtube.com/playlist?list=PLzDe9mOi1K8pA3IcS8sxv5JgWHZ0Ifvrk
8. Biotechnology生物工程… https://www.youtube.com/playlist?list=PLzDe9mOi1K8oNgT2rFFmtFP_PBDbCqn0N
Notes Only Version : https://www.youtube.com/playlist?list=PLzDe9mOi1K8osiwrVWzQRQ9wWCLgZUYS5

Definition 背誦︰
中英對照︰ https://www.youtube.com/playlist?list=PLzDe9mOi1K8pgi_VnjcUHByKdnDfPKfDh
純英版︰ https://www.youtube.com/playlist?list=PLzDe9mOi1K8qhbqCN5tsVn2DeUqYFzYPV
純中版︰ https://www.youtube.com/playlist?list=PLzDe9mOi1K8rAJGqx6SNLcG1WQGTFocOL

HKDSE Biology Past Paper Solution :
https://www.youtube.com/playlist?list=PLzDe9mOi1K8q0icgpscQYKrWcaywLK7g2
HKCEE Biology Past Paper Solution :
https://www.youtube.com/playlist?list=PLzDe9mOi1K8oE7NKu3W5odiwwws6WerB0
HKALE Biology Past Paper Solution :
https://www.youtube.com/playlist?list=PLzDe9mOi1K8qDsX40O4tczDYBPktC06fq
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Note download 筆記下載 : https://hermanutube.blogspot.hk/2016/01/youtube-pdf.html
------------------------------------------------------------------------------
Economics 所有 videos 的 Playlist 可看： https://www.youtube.com/playlist?list=PLzDe9mOi1K8o8H4_PAK1oLM_vhUpd0Xk9
分類的 Playlist 可看：
A. Basic Economics Concepts 基本經濟概念 … https://www.youtube.com/playlist?list=PLzDe9mOi1K8qqV5XGkWjbTy23XwkqNE0I
B. Firms & Production 廠商與生產 … https://www.youtube.com/playlist?list=PLzDe9mOi1K8qrlkuI1wdJUa3UZs0txvjN
C. Market & Price 市場與價格 … https://www.youtube.com/playlist?list=PLzDe9mOi1K8oOWHDRwYI8hvuUhNp9qcQk
D. Competition & Market structure 競爭與市場結構 … https://www.youtube.com/playlist?list=PLzDe9mOi1K8q982crii7XomNNjIx-f8rd
E. Efficiency, Equity & the role of government 效率、公平和政府的角色 … https://www.youtube.com/playlist?list=PLzDe9mOi1K8onmTnt7Dghh4pVud9e3PPU
F. Measurement of Economic Performance 經濟表現的量度 … https://www.youtube.com/playlist?list=PLzDe9mOi1K8qIHKIc6pUHUIfTXc3Cmjv3
G. National Income Determination & Price Level 國民收入決定及價格水平 … https://www.youtube.com/playlist?list=PLzDe9mOi1K8pkBABdTOtjs_8aPoTdUf61
H. Money & Banking 貨幣與銀行 … https://www.youtube.com/playlist?list=PLzDe9mOi1K8oFN6Fe_5aEk0mnJpfBe0S1
I. Macroeconomic Problems & Policies 宏觀經濟問題和政策 … https://www.youtube.com/playlist?list=PLzDe9mOi1K8onndGtdUUvNQpcmax7a1VX
J. International trade & finance 國際貿易和金融 … https://www.youtube.com/playlist?list=PLzDe9mOi1K8poqrVsbrWDq5V2-ZsNAwBi
E1. Elective I : Monopoly Pricing, Anti-competitive Behaviours and Competition Policy 壟斷定價、反競爭行為及競爭政策 … https://www.youtube.com/playlist?list=PLzDe9mOi1K8r5Fz1mXcELz7CQ79Omr6nb
E2. Elective II: Extension of Trade Theory, Economic Growth and Development 貿易理論之延伸、經濟增長及發展 … https://www.youtube.com/playlist?list=PLzDe9mOi1K8pesBkw164n1FW0G_UwoiT0
Notes Only Version : https://www.youtube.com/playlist?list=PLzDe9mOi1K8pTsr5jwcpqD4fcPTQZetR8

Definition 背誦︰
中英對照︰ https://www.youtube.com/playlist?list=PLzDe9mOi1K8ohGrOAWAsVQK3PFBqrXf2V
純英版︰ https://www.youtube.com/playlist?list=PLzDe9mOi1K8pFSFPWu1LJvURZujQzVJvD
純中版︰ https://www.youtube.com/playlist?list=PLzDe9mOi1K8odYV54ZMTkj2m7BWvMU9pB
電子書 (中英對照版 - 230頁) (HK$19.90)︰
https://play.google.com/store/books/details?id=ax3kDwAAQBAJ&rdid=book-ax3kDwAAQBAJ&rdot=1&source=gbs_vpt_read&pcampaignid=books_booksearch_viewport
電子書 (純英文版 - 159頁) (HK$19.90)︰
https://play.google.com/store/books/details?id=Xh3kDwAAQBAJ&rdid=book-Xh3kDwAAQBAJ&rdot=1&source=gbs_atb&pcampaignid=books_booksearch_atb
電子書 (純中文版 - 159頁) (HK$19.90)︰
https://play.google.com/store/books/details?id=Yh3kDwAAQBAJ&rdid=book-Yh3kDwAAQBAJ&rdot=1&source=gbs_vpt_read&pcampaignid=books_booksearch_viewport
_______________________________________________
HKDSE Econ Past Paper Solution : https://www.youtube.com/playlist?list=PLzDe9mOi1K8rq7kTVAuDerVqrfT6WstsV
HKCEE Econ Past Paper Solution : https://www.youtube.com/playlist?list=PLzDe9mOi1K8oVtFNEdJIya9ANc1X5nhTw
HKALE Econ Past Paper Solution : https://www.youtube.com/playlist?list=PLzDe9mOi1K8pXFnsqOlPtL3DtsDsb7w4l
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