@L0stsky

YOOOOOOOO we’re Gonna have VOICE soooon…

So I Made a HUGE improvement in the Code with Almost EVERYTHING complete.

So Basically I plan on having 4 Layers of the project :

1st Layer : Takes the User Input and writes a FULL script on how to explain that thing. Returns a JSON with things like Section, the Narration, what the Animation should Look like.

2nd Layer : Takes the Narration Script and Uses a Local TTS Model to get that. and Get this Its supported in like 100+ Languages

3rd Layer : This is Where I am RN will take in how the animation should look like and will output a MANIM code.

So this is the plan for Now, drop a MSG if y got any ideas!!

YOOOOOOOO we’re Gonna have VOICE soooon…

So I Made a HUGE improvement in the Code with Almost EVERYTHING complete.

So Basically I plan on having 4 Layers of the project :

1st Layer : Takes the User Input and writes a FULL script on how to explain that thing. Returns a JSON with things like Section, the Narration, what the Animation should Look like.

2nd Layer : Takes the Narration Script and Uses a Local TTS Model to get that. and Get this Its supported in like 100+ Languages

3rd Layer : This is Where I am RN will take in how the animation should look like and will output a MANIM code.

So this is the plan for Now, drop a MSG if y got any ideas!!

YOOOOOOOOOOOOO

SO I spent some time Making 2 More Variant for the PCB which will decide how the Case and the Clock Turns out, and I need YOU GUYS to vote on which is the Best One.

So Heres some IMP points : For the 1st Pic, the Case would Be Inspired by the NEW Arc Reactors

For the 2nd Pic, the Case would be Designed on the Basis of the Old OG arc Reactor (My Choice btw it’d Look Awesome)

YOOOOOOOOOOOOO

SO I spent some time Making 2 More Variant for the PCB which will decide how the Case and the Clock Turns out, and I need YOU GUYS to vote on which is the Best One.

So Heres some IMP points : For the 1st Pic, the Case would Be Inspired by the NEW Arc Reactors

For the 2nd Pic, the Case would be Designed on the Basis of the Old OG arc Reactor (My Choice btw it’d Look Awesome)

YOOOOOO
This is the First Devlog of LearnAnything.

Soo I Plan on making Something for Visual Learners. This Would allow a Person to see Animations of Any Topics he Likes. It can be any Random thing, Or even Your Book!!

So the Plan is to Use Manim To make Animations and a Local TTS Model for the Sound.

Right now I Just have Done Some Research and Looked into how the Manim Animations Look. I have Attached a Demo.

YOOOOOO
This is the First Devlog of LearnAnything.

Soo I Plan on making Something for Visual Learners. This Would allow a Person to see Animations of Any Topics he Likes. It can be any Random thing, Or even Your Book!!

So the Plan is to Use Manim To make Animations and a Local TTS Model for the Sound.

Right now I Just have Done Some Research and Looked into how the Manim Animations Look. I have Attached a Demo.

THE PCB IS FRICKING DONE!!!!

It took me a while tbh and idk why my switches wont render….

So added some Decos and Some Border cuz why not.

Btw the front Silkscreen Ill make when i make the case!!

THE PCB IS FRICKING DONE!!!!

It took me a while tbh and idk why my switches wont render….

So added some Decos and Some Border cuz why not.

Btw the front Silkscreen Ill make when i make the case!!

So I Completed the Schematic (Hopefully) . I’ve added the ladder system to make space for pins and added a touch sensor and a Dht11.

So I Completed the Schematic (Hopefully) . I’ve added the ladder system to make space for pins and added a touch sensor and a Dht11.

So I am working on a Clock that resembles the Iron Man Arc Reactor , it would have the normal clock features (duhh) and also a mini jarvis on the screen (not AI cuz the board cant handle rn tho i might make later is possible). So i mostly stuck to the tutorial except adding my own Battery system, battery charge indicator, a switch.

Now im thinking on Using the Esp32 wroom board that I have cuz ill get a LOT more GPIO pins and also it has two cores so maybe i’d add more features like weather etc.

So I am working on a Clock that resembles the Iron Man Arc Reactor , it would have the normal clock features (duhh) and also a mini jarvis on the screen (not AI cuz the board cant handle rn tho i might make later is possible). So i mostly stuck to the tutorial except adding my own Battery system, battery charge indicator, a switch.

Now im thinking on Using the Esp32 wroom board that I have cuz ill get a LOT more GPIO pins and also it has two cores so maybe i’d add more features like weather etc.

BEHOLD THE HOLY NUMBER 0.00321
Ye ik ik the title is kindda lame but heres the thing: I Spent the last 2-3 hours working on Evaluating the model and Trying to Find a Good System to Find the Anamolies threshold so no anomalies are missed but we dont have alarms blaring all the time. So I (ngl it was from help with gemini) came up with an algo to find the threshold .

So i have Got the whole Thing planned out, I have my Main Model with the Threshold I have set and the model is fed the data, it tries to recontruct it and then It Calculates the Error the Model Made. If this Error is more than the Threshold , then Tier 2 is engaged and its another model which predicts whether its Real or False.

Also If anyone’s wondering like we have climate change, population change and all in the real world, then won’t the Model just be unusable after some time??

So heres the thing, the Model is Not static, it will be continuously retrained on the Data collected over time , this Makes it More Precise and adaptable.

Now Im DONE with the Model and Just working on the GUI for the person to interact with the Model in real time Simulated City.

BEHOLD THE HOLY NUMBER 0.00321
Ye ik ik the title is kindda lame but heres the thing: I Spent the last 2-3 hours working on Evaluating the model and Trying to Find a Good System to Find the Anamolies threshold so no anomalies are missed but we dont have alarms blaring all the time. So I (ngl it was from help with gemini) came up with an algo to find the threshold .

So i have Got the whole Thing planned out, I have my Main Model with the Threshold I have set and the model is fed the data, it tries to recontruct it and then It Calculates the Error the Model Made. If this Error is more than the Threshold , then Tier 2 is engaged and its another model which predicts whether its Real or False.

Also If anyone’s wondering like we have climate change, population change and all in the real world, then won’t the Model just be unusable after some time??

So heres the thing, the Model is Not static, it will be continuously retrained on the Data collected over time , this Makes it More Precise and adaptable.

Now Im DONE with the Model and Just working on the GUI for the person to interact with the Model in real time Simulated City.

**MODEL is TRAINEDDD!!!!!
So this is a MASSIVE devlog cuz i forgot TO check my time and wasted like 5 hours …… but heres wat I did:

Completed the Model training
Made a Basic Website Tho I still wanna make the website even better by using a Scroll Animation
Completed the Problem Video
Tested the Model and its AWESOME.
Did some Work on a GUI to showcase the Model, Im thinking like I make a Section in the website where theres a simulated City and the user can mess around with the Sim Parameters to test the Model and all.

SO below you can see the Model Tested on two Test Datasets -> The Entire Anomalous Dataset and the Hourly Anomaly injection Dataset where i just took the Clean Dataset and injected some fake anomaly hours. Also the Only change in the Simulation was a single number change by .15 and the Model was still able to Class it as an anomaly!

So my ship was rejected as I had used AI to generate the UI, so i just worked on the new Ui and some Bugs.

**MODEL is TRAINEDDD!!!!!
So this is a MASSIVE devlog cuz i forgot TO check my time and wasted like 5 hours …… but heres wat I did:

Completed the Model training
Made a Basic Website Tho I still wanna make the website even better by using a Scroll Animation
Completed the Problem Video
Tested the Model and its AWESOME.
Did some Work on a GUI to showcase the Model, Im thinking like I make a Section in the website where theres a simulated City and the user can mess around with the Sim Parameters to test the Model and all.

SO below you can see the Model Tested on two Test Datasets -> The Entire Anomalous Dataset and the Hourly Anomaly injection Dataset where i just took the Clean Dataset and injected some fake anomaly hours. Also the Only change in the Simulation was a single number change by .15 and the Model was still able to Class it as an anomaly!

Data Simulation Complete!!!

So I finally Completed one of the Harder parts of the Project which was getting the frickin data to Train a Model On.

So Heres wat I did :

I First Extracted some data from the IMD - Indian Weather website using Chatgpt to Compile it into usable Python Data Types.
Now these were in the form of Parameters for the Simulation like the Rainfall Chances, Types, Human Consumption (hourly) etc.

Then Came the Actual Environment Making Which is now Done!!!

So Now Wat i wanna Do is Extract Features from the data Cuz the Model Can’t be trained on Raw Time Series Data. Then Train the Actual Model.

Also Btw Wait for a Awesome Full Intro Vid for the Project!!

Data Simulation Complete!!!

So I finally Completed one of the Harder parts of the Project which was getting the frickin data to Train a Model On.

So Heres wat I did :

I First Extracted some data from the IMD - Indian Weather website using Chatgpt to Compile it into usable Python Data Types.
Now these were in the form of Parameters for the Simulation like the Rainfall Chances, Types, Human Consumption (hourly) etc.

Then Came the Actual Environment Making Which is now Done!!!

So Now Wat i wanna Do is Extract Features from the data Cuz the Model Can’t be trained on Raw Time Series Data. Then Train the Actual Model.

Also Btw Wait for a Awesome Full Intro Vid for the Project!!

So I Spent like 2 Hours Getting a basic Simulation to work, then I Binged like 2-3 YT vids about Anamoly detection models and made a Pretty small one to train.

After like 3-4 Hours of training, the Model didnt Make any progress its still a Baseline random Model. Now Since this was a very small model which had to somehow find anamolies in a Time Series Data that too in Multiple variables I just figured its way too small.

So Heres my Plan:
Complete the Entire Simulation code.
Binge more Videos
Build and train a Better Model.
Also in the Future Make a Gui to see the Simulation Interactively.

I Don’t have much to show rn except some cool lil pic I Took of the rain.