I am an AI researcher and IC design verification specialist with decades of multidisciplinary engineering and business experience, focused recently on artificial intelligence for IC design verification. I provide consultation, develop tools and code, and build web portals for the AI IC design verification.

I also apply my expertise to AI based video production and have developed several tools to produce music videos right from the songs or music piece.

Artificial Intelligence for Video Making
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Tools, software, apps or platforms/websites that can make videos from songs with lyrics with AI support. The videos match the contents of the songs and synch with the timelines.

I have developed AI tools mostly in Python that can automatically generate lyric videos from songs where:
• the lyrics appear synchronized with the song timeline, and
• the visual scenes match the theme or meaning of the song.
These are usually called AI lyric video generators or music-to-video generators.

AI algorithms used are ANN (Artificial Neural Networks) and RL (Reinforcement Learning).

These Python frameworks can convert songs directly into videos with the aid of AI. You just pick a mp3 file, and the rest will be done by the Python AI based modules. You don't need a lyrics, nor background images. The Python codes together with AI algorithms will prepare all for you, and you will get a video fully in chorus with the song's lyrics and rhythm. It's not an easy job, needs lots of experiments and computer resources.

There are also a number of other AI-powered tools, apps, and platforms that can generate full music videos from existing songs (uploaded audio tracks), automatically or semi-automatically incorporating lyrics, creating visuals that interpret the song’s content/meaning (e.g., story-driven scenes matching verses, mood, and lyrics), and syncing everything perfectly to the timeline (beats, drops, phrasing, and lyric timing).

Now I would like to do three things for you:

1)
Promote my own tools by using it to make videos from songs or music provided by you. I have tried them online, but the tools need too many computer resources, therefore I have to run them locally in my computer. They need a harddisk as large as 1 TB and very large CPU and Memory as well; They work well.

2)
On the other hand, I also would like to provide consultancy as to how to choose the best tools others have developed for the same purpose but with the capacity my tools are missing. As I know much about the current status quo of AI video production business, my expertise might prove to be very useful to those who are not very well informed of the state-of-the-art of the technology.

3)
In addition to the above, let me also advise you on:
• Hardware Optimization: GPU/RAM requirements needed if you want to run moviepy or diffusers locally.
• Cost-Benefit Analysis: calculate exactly when it becomes cheaper to build a local server versus paying for expensive SaaS API credits.