In this video we go through how to implement a dynamic algorithm for solving the sequence alignment or edit distance problem. This is also referred to as the Needleman Wunsch algorithm, it seems as if this algorithm has quite many names :)

Code repository:

https://github.com/AladdinPerz....on/Algorithms-Collec

I recommend watching the explanation video before watching this implementation:

https://youtu.be/bQ7kRW6zo9Y

My discord server :https://discord.gg/n9dbp2cX
Ope ope no mi explained :https://youtu.be/_kgt5-awhlQ

Day of Anger - A scruffy garbage boy becomes the pupil of a famed gunfighter.

Day Of Anger (1967):
Director: Tonino Valerii
Writers: Ernesto Gastaldi, Tonino Valerii
Stars: Lee Van Cleef, Giuliano Gemma, Walter Rilla
Genres: Action, Western
Runtime: 1h 26Min
Country: Italy | West Germany
Language: Italian | English
Release Date: November 1969 (USA)
Also Known As: Days of Wrath
Filming Locations: Cinecittà Studios, Cinecittà, Rome, Lazio, Italy

Storyline:

Amiable, unassertive Scott Mary picks up the trash, cleans the toilets, sweeps the floors in the town of Clifton. Then a gunfighter comes to town. He offers advice and guidance to Scott who quickly begins to toughen and mature, thus upsetting the balance of power in the town. Written by dinky-4 of Minneapolis.

Review:

Really good, from the languorous, elegiac opening to the full throttle finish, I enjoyed it all. I note that IMDb shows a running time of 95 minutes whilst my new Arrow DVD runs nearer 115. Can that be so, 20 minutes cut from the previous print? It is just possible for there is a surprisingly large amount of time given to introduction of the characters and the town so that we might become totally involved. Goodness knows what anyone would make of much of this film without the precious opening ten minutes where Giuliano Gemma is introduced to us, literally as a sh*t shoveler before coming under the wing of the majestic Lee van Cleef. The famous Almeria set and surrounds plays its part well too and whilst the tale is fairly simple (revenge!) it is so well told and whilst the opening scenes seem to show a ghost town by the end we have seen it teeming with folks from all around. A fine film with much violence. Written By Christopher-Underwood.

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This is a clip from a conversation with Gary Marcus from Oct 2019. New full episodes every Mon & Thu and 1-2 new clips or a new non-podcast video on all other days. You can watch the full conversation here: https://www.youtube.com/watch?v=vNOTDn3D_RI
(more links below)

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Note: I select clips with insights from these much longer conversation with the hope of helping make these ideas more accessible and discoverable. Ultimately, this podcast is a small side hobby for me with the goal of sharing and discussing ideas. For now, I post a few clips every Tue & Fri. I did a poll and 92% of people either liked or loved the posting of daily clips, 2% were indifferent, and 6% hated it, some suggesting that I post them on a separate YouTube channel. I hear the 6% and partially agree, so am torn about the whole thing. I tried creating a separate clips channel but the YouTube algorithm makes it very difficult for that channel to grow unless the main channel is already very popular. So for a little while, I'll keep posting clips on the main channel. I ask for your patience and to see these clips as supporting the dissemination of knowledge contained in nuanced discussion. If you enjoy it, consider subscribing, sharing, and commenting.

Gary Marcus is a professor emeritus at NYU, founder of Robust.AI and Geometric Intelligence, the latter is a machine learning company acquired by Uber in 2016. He is the author of several books on natural and artificial intelligence, including his new book Rebooting AI: Building Machines We Can Trust. Gary has been a critical voice highlighting the limits of deep learning and discussing the challenges before the AI community that must be solved in order to achieve artificial general intelligence.

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We're going to learn how to use deep learning to convert an image into the style of an artist that we choose. We'll go over the history of computer generated art, then dive into the details of how this process works and why deep learning does it so well.

Coding challenge for this video:
https://github.com/llSourcell/....How-to-Generate-Art-

Itai's winning code:
https://github.com/etai83/lstm_stock_prediction

Andreas' runner up code:
https://github.com/AndysDeepAb....stractions/How-to-Pr

More learning resources:
https://harishnarayanan.org/wr....iting/artistic-style
https://ml4a.github.io/ml4a/style_transfer/
http://genekogan.com/works/style-transfer/
https://arxiv.org/abs/1508.06576
https://jvns.ca/blog/2017/02/12/neural-style/

Style transfer apps:
http://www.pikazoapp.com/
http://deepart.io/
https://artisto.my.com/
https://prisma-ai.com/

Please subscribe! And like. And comment. That's what keeps me going.

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Song at the beginning is called Everyday by Carly Comando
jurassic park inception visualization is from http://www.pyimagesearch.com/2....015/07/06/bat-countr
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